{"id":1135,"date":"2019-01-09T12:03:16","date_gmt":"2019-01-09T12:03:16","guid":{"rendered":"http:\/\/www.marekrei.com\/blog\/?p=1135"},"modified":"2019-10-04T10:52:15","modified_gmt":"2019-10-04T10:52:15","slug":"ml-and-nlp-publications-in-2018","status":"publish","type":"post","link":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/","title":{"rendered":"ML and NLP Publications in 2018"},"content":{"rendered":"<p><script>\nfunction scaleBarGraph(data, limit) {\n  for (i = 0; i < data.length; i++){\n    data[i].x = data[i].x.slice(0,limit);\n    data[i].y = data[i].y.slice(0,limit);\n  }\n}\nfunction scaleLineGraph(data, limit) {\n  data.splice(limit,1000);\n}\nvar badkeys = [\"Yang Liu\"]; \/\/ As far as I can tell, there are two or more researchers publishing under this name. So removing it from the list.\nfunction fixBarGraph(data){\n  for (var i = 0; i < data.length; i++){\n    for (var j = 0; j < badkeys.length; j++){ var ix = data[i].x.indexOf(badkeys[j]); if (ix >= 0){\n        data[i].x.splice(ix, 1);\n        data[i].y.splice(ix, 1);\n      }\n    }\n  }\n}\nfunction fixLineGraph(data){\n  for (var j = 0; j < badkeys.length; j++){\n    for (var i = 0; i < data.length; i++){\n      if (data[i].text == badkeys[j]){\n        data.splice(i, 1);\n        break;\n      }\n    }\n  }\n}\n<\/script><\/p>\n<p>It is time for another yearly update of the publication statistics in Machine Learning and Natural Language Processing. The field has continued to grow very rapidly, both in number of publications and number of attendees, breaking all sorts of previous records. Perhaps most notably the initial release of NeurIPS conference tickets <a href=\"https:\/\/www.forbes.com\/sites\/samshead\/2018\/09\/05\/ai-researchers-left-disappointed-as-nips-sells-out-in-under-12-minutes\/\">sold out in 11 minutes and 38 seconds<\/a>. In this post I will provide some finer-grained statistics on these numbers, showing which authors and organizations are publishing most at specific conferences.<\/p>\n<p>This year, I have included the following conferences\/journals: ACL, EMNLP, NAACL, EACL, COLING, TACL, CL, CoNLL, NeurIPS, ICML, ICLR, AAAI. This selection aims to cover the most well-known and high-ranking venues for publishing work on both machine learning and language technologies. Compared to last year, I've removed SemEval, as it has a large focus on shared task papers and I'm not including these for other conferences either. I've also added AAAI, which is one of the bigger conferences and was previously missing from the rankings. NeurIPS (previously known as NIPS) changed its name this year, but for consistency I will use the new name to refer to all the previous iterations as well.<\/p>\n<p>This analysis is done automatically with a collection of scripts that I've continued to improve over the years. The paper lists are crawled from online proceedings and author names can usually be found there as well. Organization names need to be extracted straight from the PDFs which can lead to quite a bit of noise. I've created various methods for detecting and mapping different types of names, but let me know if you spot any remaining errors.<\/p>\n<p>While this post highlights authors and organizations who have published the most in the recent year, I want to specify that I do not think that publication quantity is something that we as a field should be pursuing or rewarding. As the graphs below show, the field is becoming more and more popular, and this rapid increase in numbers comes with very varying quality. Authoring 1 piece of groundbreaking work is always better than releasing 10 totally forgettable incremental papers. This post is just meant to give a light high-level view of who is currently publishing and at which conferences, and perhaps provide a bit of inspiration for new researchers with great ideas.<\/p>\n<h3>Venues<\/h3>\n<p>We start off by looking at the publications at all the conferences between 2012-2018. Most of the ML venues continued their growth in the number of published papers, with AAAI and NeurIPS going past the 1,000 paper mark. EMNLP and NAACL also had their record years by quite a margin, whereas ACL and COLING stayed closer to the previous numbers. EACL took this year to rest, and the number of papers in TACL and CL has remained relatively stable throughout the years.<\/p>\n<div id=\"myplot_graph2018_all_source_year\"><\/div>\n<p><script>\nvar trace_graph2018_all_source_year_0 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [189, 330, 288, 320, 330, 304, 383, ],\n  text: 'ACL',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_1 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [140, 206, 227, 313, 265, 324, 550, ],\n  text: 'EMNLP',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_2 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [98, 141, 0, 187, 182, 0, 360, ],\n  text: 'NAACL',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_3 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [108, 0, 106, 0, 0, 241, 0, ],\n  text: 'EACL',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_4 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [334, 0, 222, 0, 338, 0, 331, ],\n  text: 'COLING',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_5 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [0, 26, 21, 38, 32, 46, 57, ],\n  text: 'CoNLL',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_6 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [0, 35, 43, 42, 39, 37, 33, ],\n  text: 'TACL',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_7 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [36, 35, 35, 33, 31, 28, 34, ],\n  text: 'CL',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_8 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [368, 360, 411, 403, 569, 679, 1010, ],\n  text: 'NeurIPS',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_9 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [243, 283, 310, 270, 322, 434, 621, ],\n  text: 'ICML',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_10 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [0, 23, 34, 42, 80, 198, 336, ],\n  text: 'ICLR',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_source_year_11 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [383, 277, 474, 674, 691, 786, 1102, ],\n  text: 'AAAI',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar data_graph2018_all_source_year = [trace_graph2018_all_source_year_0, trace_graph2018_all_source_year_1, trace_graph2018_all_source_year_2, trace_graph2018_all_source_year_3, trace_graph2018_all_source_year_4, trace_graph2018_all_source_year_5, trace_graph2018_all_source_year_6, trace_graph2018_all_source_year_7, trace_graph2018_all_source_year_8, trace_graph2018_all_source_year_9, trace_graph2018_all_source_year_10, trace_graph2018_all_source_year_11];\nPlotly.newPlot('myplot_graph2018_all_source_year', data_graph2018_all_source_year, {margin: { l: 30, r: 0, b: 100, t: 0, pad: 4 }, showlegend: false, showticklabels: true, xaxis:{autotick: false}}, {responsive: true});\n<\/script><\/p>\n<p><!--more--><\/p>\n<h3>Authors<\/h3>\n<p>Next up, we can look at individual authors who have published most papers in these conferences during 2018. Three researchers have each contributed to an impressive 22 papers: <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/mingzhou\/\">Ming Zhou<\/a> (Microsoft), <a href=\"http:\/\/www.phontron.com\/\">Graham Neubig<\/a> (Carnegie Mellon) and <a href=\"https:\/\/people.eecs.berkeley.edu\/~svlevine\/\">Sergey Levine<\/a> (UC Berkeley). They are closely followed by <a href=\"http:\/\/tongzhang-ml.org\/\">Tong Zhang<\/a> (Tencent AI, up until very recently), <a href=\"http:\/\/www.cs.tsinghua.edu.cn\/publish\/csen\/4623\/2010\/20101224193416561782037\/20101224193416561782037_.html\">Maosong Sun<\/a> (Tsinghua University) and <a href=\"https:\/\/www.informatik.tu-darmstadt.de\/ukp\/ukp_home\/staff_ukp\/prof_dr_iryna_gurevych\/index.en.jsp\">Iryna Gurevych<\/a> (TU Darmstadt).<\/p>\n<div id=\"myplot_graph2018_last_author_source\"><\/div>\n<p><script>\nvar trace_graph2018_last_author_source_0 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [7, 1, 0, 1, 9, 3, 0, 2, 4, 1, 3, 1, 2, 5, 0, 0, 0, 0, 0, 4, 3, 2, 4, 2, 1, 7, 2, 1, 2, 0, 0, 4, 5, 4, 1, 3, 1, 2, 2, 0, 0, 0, 1, 6, 5, ],\n  name: 'AAAI',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_1 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [0, 0, 7, 0, 0, 0, 0, 0, 0, 0, 0, 6, 0, 1, 0, 0, 0, 2, 7, 2, 2, 4, 0, 1, 4, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 0, 0, 1, 1, 0, ],\n  name: 'ICLR',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_2 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [1, 0, 6, 8, 0, 0, 0, 0, 0, 0, 0, 6, 0, 6, 0, 0, 0, 2, 2, 3, 6, 3, 2, 2, 0, 2, 0, 0, 1, 0, 0, 3, 2, 2, 0, 0, 0, 2, 0, 0, 0, 0, 4, 1, 0, ],\n  name: 'ICML',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_3 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [1, 0, 8, 7, 1, 1, 0, 1, 0, 0, 0, 4, 0, 4, 0, 0, 0, 3, 5, 6, 4, 0, 3, 4, 1, 0, 0, 0, 5, 0, 0, 5, 5, 2, 0, 0, 0, 6, 0, 0, 0, 0, 3, 1, 0, ],\n  name: 'NeurIPS',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_4 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ],\n  name: 'CL',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_5 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [0, 0, 0, 1, 2, 0, 2, 1, 0, 1, 0, 0, 0, 0, 0, 3, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ],\n  name: 'TACL',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_6 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, ],\n  name: 'CoNLL',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_7 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [0, 1, 0, 0, 2, 2, 6, 1, 3, 1, 6, 0, 4, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 2, 3, 1, 1, 0, 3, 0, 0, 1, 0, 4, 6, 0, 4, 0, 9, 0, 0, 0, 1, ],\n  name: 'COLING',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_8 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [2, 5, 1, 0, 0, 0, 5, 4, 0, 6, 1, 0, 2, 0, 5, 3, 6, 1, 0, 0, 0, 1, 0, 2, 0, 1, 3, 4, 2, 5, 3, 0, 0, 0, 3, 0, 0, 0, 0, 3, 0, 2, 1, 0, 2, ],\n  name: 'NAACL',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_9 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [4, 9, 0, 4, 3, 10, 4, 5, 8, 6, 4, 0, 8, 0, 6, 5, 4, 4, 1, 0, 0, 2, 2, 2, 7, 0, 1, 4, 2, 3, 1, 0, 0, 2, 3, 3, 3, 0, 6, 2, 2, 5, 0, 2, 2, ],\n  name: 'EMNLP',\n  type: 'bar'\n};\nvar trace_graph2018_last_author_source_10 = {  x: [\"Ming Zhou\", \"Graham Neubig\", \"Sergey Levine\", \"Tong Zhang\", \"Yang Liu\", \"Maosong Sun\", \"Iryna Gurevych\", \"Dan Roth\", \"Zhiyuan Liu\", \"Mohit Bansal\", \"Ting Liu\", \"Pieter Abbeel\", \"Xu Sun\", \"Jun Zhu\", \"Luke Zettlemoyer\", \"Mirella Lapata\", \"William Yang Wang\", \"Percy Liang\", \"Yoshua Bengio\", \"Stefano Ermon\", \"Le Song\", \"Ruslan Salakhutdinov\", \"Lawrence Carin\", \"Tao Qin\", \"Kyunghyun Cho\", \"Weinan Zhang\", \"Yue Zhang\", \"Anders S\u00f8gaard\", \"Tie-Yan Liu\", \"Noah A. Smith\", \"Pushpak Bhattacharyya\", \"Wei Liu\", \"Zhi-Hua Zhou\", \"Yu Zhang\", \"Yejin Choi\", \"Xuanjing Huang\", \"Hai Zhao\", \"Honglak Lee\", \"Chengqing Zong\", \"Ivan Vuli\u0107\", \"Guodong Zhou\", \"Heng Ji\", \"Cho-Jui Hsieh\", \"Wei Zhang\", \"Erik Cambria\", ],\n  y: [6, 6, 0, 0, 1, 3, 2, 4, 3, 2, 3, 0, 0, 0, 5, 4, 5, 3, 1, 0, 0, 1, 3, 0, 1, 0, 4, 1, 0, 5, 4, 0, 0, 1, 4, 2, 2, 0, 0, 6, 1, 4, 1, 0, 1, ],\n  name: 'ACL',\n  type: 'bar'\n};\nvar data_graph2018_last_author_source = [trace_graph2018_last_author_source_0, trace_graph2018_last_author_source_1, trace_graph2018_last_author_source_2, trace_graph2018_last_author_source_3, trace_graph2018_last_author_source_4, trace_graph2018_last_author_source_5, trace_graph2018_last_author_source_6, trace_graph2018_last_author_source_7, trace_graph2018_last_author_source_8, trace_graph2018_last_author_source_9, trace_graph2018_last_author_source_10];\nfixBarGraph(data_graph2018_last_author_source);\nscaleBarGraph(data_graph2018_last_author_source, 30);\nPlotly.newPlot('myplot_graph2018_last_author_source', data_graph2018_last_author_source, {barmode: 'stack', margin: { l: 30, r: 0, b: 170, t: 20, pad: 4 }}, {responsive: true});\n<\/script><\/p>\n<p>Looking at the total number of publications between 2012-2018, Chris Dyer (DeepMind) is still at the top with 97. He is followed by <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/mingzhou\/\">Ming Zhou<\/a> (Microsoft), <a href=\"http:\/\/www.iro.umontreal.ca\/~bengioy\/yoshua_en\/\">Yoshua Bengio<\/a> (Montr\u00e9al), <a href=\"https:\/\/scholar.google.com\/citations?user=6hA7WmUAAAAJ&amp;hl=en\">Yue Zhang<\/a> (Westlake) and <a href=\"https:\/\/homes.cs.washington.edu\/~nasmith\/\">Noah A. Smith<\/a> (Washington). Most authors have a clear preference either towards the NLP or core-ML conferences, with Percy Liang perhaps being the exception that has an equal balance across both areas.<\/p>\n<div id=\"myplot_graph2018_all_author_source\"><\/div>\n<p><script>\nvar trace_graph2018_all_author_source_0 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [3, 26, 21, 6, 9, 1, 6, 11, 0, 0, 1, 7, 2, 0, 2, 0, 2, 11, 1, 1, 12, 5, 1, 0, 0, 1, 2, 1, 12, 6, 4, 1, 0, 9, 28, 5, 2, 1, 6, 8, 4, 0, 6, 15, 1, ],\n  name: 'AAAI',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_1 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [5, 1, 0, 24, 0, 0, 0, 0, 0, 0, 2, 0, 0, 2, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 2, 0, 1, 0, 3, 2, 15, 0, 0, 0, 13, 0, 1, 0, 1, 1, 0, 2, 0, ],\n  name: 'ICLR',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_2 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [2, 1, 1, 19, 1, 0, 0, 19, 0, 0, 0, 3, 0, 13, 0, 0, 0, 0, 0, 0, 17, 0, 19, 1, 0, 0, 30, 1, 18, 0, 20, 0, 16, 0, 6, 0, 15, 20, 6, 0, 0, 2, 0, 11, 14, ],\n  name: 'ICML',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_3 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [4, 2, 1, 25, 0, 1, 0, 34, 0, 0, 7, 1, 0, 15, 0, 0, 0, 2, 0, 2, 19, 1, 32, 3, 0, 0, 17, 0, 20, 0, 23, 1, 17, 0, 13, 1, 17, 19, 3, 0, 0, 2, 0, 15, 27, ],\n  name: 'NeurIPS',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_4 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [3, 1, 2, 0, 1, 4, 0, 0, 3, 4, 3, 1, 0, 1, 0, 2, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 3, 0, 3, 0, 0, 0, ],\n  name: 'CL',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_5 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [4, 5, 0, 1, 3, 3, 0, 0, 5, 3, 2, 4, 1, 2, 2, 8, 0, 0, 0, 2, 0, 2, 0, 2, 2, 0, 0, 2, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 4, 6, 0, 0, 0, ],\n  name: 'TACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_6 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [4, 1, 1, 0, 1, 4, 0, 0, 1, 2, 2, 4, 6, 0, 4, 1, 0, 1, 1, 0, 0, 0, 0, 1, 2, 0, 0, 1, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 1, 4, 0, 0, 0, ],\n  name: 'CoNLL',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_7 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [5, 12, 11, 0, 13, 1, 26, 0, 19, 8, 0, 4, 7, 0, 0, 0, 15, 10, 5, 4, 0, 0, 0, 0, 9, 25, 0, 0, 0, 9, 0, 5, 0, 8, 0, 11, 0, 0, 0, 2, 1, 2, 13, 0, 0, ],\n  name: 'COLING',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_8 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [5, 1, 1, 0, 4, 2, 2, 0, 7, 8, 0, 1, 7, 0, 5, 6, 4, 0, 0, 3, 0, 5, 0, 0, 9, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 3, 0, 0, 0, ],\n  name: 'EACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_9 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [18, 3, 2, 1, 6, 19, 3, 0, 6, 11, 4, 8, 12, 1, 8, 11, 3, 0, 6, 8, 0, 11, 0, 10, 8, 0, 0, 7, 0, 6, 0, 8, 1, 3, 0, 0, 0, 1, 7, 0, 10, 2, 0, 0, 0, ],\n  name: 'NAACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_10 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [21, 16, 16, 2, 21, 20, 19, 3, 16, 15, 22, 21, 10, 11, 17, 19, 15, 19, 17, 18, 1, 11, 1, 15, 10, 13, 0, 21, 0, 8, 0, 14, 0, 14, 0, 19, 0, 4, 11, 9, 15, 5, 13, 0, 0, ],\n  name: 'EMNLP',\n  type: 'bar'\n};\nvar trace_graph2018_all_author_source_11 = {  x: [\"Chris Dyer\", \"Yang Liu\", \"Ming Zhou\", \"Yoshua Bengio\", \"Yue Zhang\", \"Noah A. Smith\", \"Ting Liu\", \"Lawrence Carin\", \"Iryna Gurevych\", \"Hinrich Sch\u00fctze\", \"Christopher D. Manning\", \"Dan Roth\", \"Anders S\u00f8gaard\", \"Percy Liang\", \"Trevor Cohn\", \"Mirella Lapata\", \"Qun Liu\", \"Maosong Sun\", \"Heng Ji\", \"Graham Neubig\", \"Jun Zhu\", \"Benjamin Van Durme\", \"Pradeep K. Ravikumar\", \"Dan Klein\", \"Timothy Baldwin\", \"Guodong Zhou\", \"Zoubin Ghahramani\", \"Luke Zettlemoyer\", \"Andreas Krause\", \"Pushpak Bhattacharyya\", \"Le Song\", \"Eduard Hovy\", \"Sergey Levine\", \"Sujian Li\", \"Zhi-Hua Zhou\", \"Xuanjing Huang\", \"Pieter Abbeel\", \"Tong Zhang\", \"Hal Daum\u00e9 III\", \"Xiaojun Wan\", \"Mohit Bansal\", \"Yoav Goldberg\", \"Min Zhang\", \"Stefano Ermon\", \"Han Liu\", ],\n  y: [23, 24, 34, 6, 21, 24, 17, 4, 13, 15, 22, 11, 17, 17, 22, 13, 19, 14, 26, 17, 4, 19, 0, 20, 13, 12, 0, 17, 0, 14, 0, 17, 0, 13, 0, 11, 0, 1, 7, 18, 8, 14, 11, 0, 1, ],\n  name: 'ACL',\n  type: 'bar'\n};\nvar data_graph2018_all_author_source = [trace_graph2018_all_author_source_0, trace_graph2018_all_author_source_1, trace_graph2018_all_author_source_2, trace_graph2018_all_author_source_3, trace_graph2018_all_author_source_4, trace_graph2018_all_author_source_5, trace_graph2018_all_author_source_6, trace_graph2018_all_author_source_7, trace_graph2018_all_author_source_8, trace_graph2018_all_author_source_9, trace_graph2018_all_author_source_10, trace_graph2018_all_author_source_11];\nfixBarGraph(data_graph2018_all_author_source);\nscaleBarGraph(data_graph2018_all_author_source, 32);\nPlotly.newPlot('myplot_graph2018_all_author_source', data_graph2018_all_author_source, {barmode: 'stack', margin: { l: 30, r: 0, b: 170, t: 20, pad: 4 }}, {responsive: true});\n<\/script><\/p>\n<p>We can also look at the number of papers from each author across different years. The massive 2-year publishing spike by Chris Dyer is still standing out compared to others, although Yue Zhang and Ming Zhou have come close.<\/p>\n<div id=\"myplot_graph2018_all_author_year\"><\/div>\n<p><script>\nvar trace_graph2018_all_author_year_0 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 10, 14, 22, 25, 12, 11, ],\n  text: 'Chris Dyer',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_1 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [11, 9, 6, 18, 15, 14, 20, ],\n  text: 'Yang Liu',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_2 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [13, 9, 14, 9, 12, 11, 22, ],\n  text: 'Ming Zhou',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_3 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 9, 16, 8, 15, 17, 16, ],\n  text: 'Yoshua Bengio',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_4 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 4, 13, 10, 23, 14, 13, ],\n  text: 'Yue Zhang',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_5 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 10, 14, 15, 11, 7, 13, ],\n  text: 'Noah A. Smith',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_6 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [10, 5, 15, 8, 13, 5, 17, ],\n  text: 'Ting Liu',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_7 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [7, 5, 8, 12, 9, 16, 14, ],\n  text: 'Lawrence Carin',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_8 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 6, 6, 5, 12, 12, 20, ],\n  text: 'Iryna Gurevych',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_9 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [5, 4, 7, 12, 15, 12, 11, ],\n  text: 'Hinrich Sch\u00fctze',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_10 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [7, 12, 14, 11, 8, 6, 7, ],\n  text: 'Christopher D. Manning',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_11 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [8, 7, 4, 7, 12, 9, 18, ],\n  text: 'Dan Roth',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_12 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 6, 6, 12, 12, 11, 13, ],\n  text: 'Anders S\u00f8gaard',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_13 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [1, 5, 7, 11, 9, 13, 16, ],\n  text: 'Percy Liang',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_14 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 6, 5, 12, 13, 11, 11, ],\n  text: 'Trevor Cohn',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_15 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [8, 4, 6, 6, 8, 12, 16, ],\n  text: 'Mirella Lapata',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_16 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 8, 8, 4, 12, 11, 7, ],\n  text: 'Qun Liu',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_17 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [6, 2, 3, 9, 8, 9, 20, ],\n  text: 'Maosong Sun',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_18 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 4, 10, 13, 9, 6, 12, ],\n  text: 'Heng Ji',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_19 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 1, 5, 5, 9, 12, 22, ],\n  text: 'Graham Neubig',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_20 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 4, 10, 4, 12, 5, 16, ],\n  text: 'Jun Zhu',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_21 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [4, 9, 7, 10, 4, 11, 9, ],\n  text: 'Benjamin Van Durme',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_22 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 7, 14, 10, 5, 5, 10, ],\n  text: 'Pradeep K. Ravikumar',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_23 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 8, 8, 8, 4, 10, 6, ],\n  text: 'Dan Klein',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_24 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [8, 1, 9, 5, 9, 11, 10, ],\n  text: 'Timothy Baldwin',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_25 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [14, 4, 7, 6, 7, 1, 12, ],\n  text: 'Guodong Zhou',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_26 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 1, 12, 10, 5, 8, 6, ],\n  text: 'Zoubin Ghahramani',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_27 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 9, 4, 6, 7, 6, 16, ],\n  text: 'Luke Zettlemoyer',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_28 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 4, 5, 8, 10, 13, 9, ],\n  text: 'Andreas Krause',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_29 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [5, 6, 1, 8, 10, 7, 13, ],\n  text: 'Pushpak Bhattacharyya',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_30 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [1, 5, 8, 5, 5, 11, 15, ],\n  text: 'Le Song',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_31 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [1, 5, 12, 5, 7, 9, 10, ],\n  text: 'Eduard Hovy',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_32 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [1, 2, 2, 1, 10, 11, 22, ],\n  text: 'Sergey Levine',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_33 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [4, 4, 4, 10, 11, 5, 10, ],\n  text: 'Sujian Li',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_34 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 3, 6, 5, 7, 11, 12, ],\n  text: 'Zhi-Hua Zhou',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_35 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [3, 3, 3, 8, 13, 5, 12, ],\n  text: 'Xuanjing Huang',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_36 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 0, 1, 4, 10, 13, 17, ],\n  text: 'Pieter Abbeel',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_37 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 3, 4, 6, 4, 7, 21, ],\n  text: 'Tong Zhang',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_38 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [11, 7, 7, 5, 8, 4, 3, ],\n  text: 'Hal Daum\u00e9 III',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_39 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 4, 4, 5, 9, 11, 9, ],\n  text: 'Xiaojun Wan',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_40 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [2, 1, 3, 4, 10, 6, 18, ],\n  text: 'Mohit Bansal',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_41 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [1, 5, 6, 3, 13, 9, 7, ],\n  text: 'Yoav Goldberg',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_42 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [7, 4, 6, 4, 8, 4, 10, ],\n  text: 'Min Zhang',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_43 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [1, 2, 3, 3, 11, 8, 15, ],\n  text: 'Stefano Ermon',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_author_year_44 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [6, 6, 6, 7, 7, 5, 6, ],\n  text: 'Han Liu',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar data_graph2018_all_author_year = [trace_graph2018_all_author_year_0, trace_graph2018_all_author_year_1, trace_graph2018_all_author_year_2, trace_graph2018_all_author_year_3, trace_graph2018_all_author_year_4, trace_graph2018_all_author_year_5, trace_graph2018_all_author_year_6, trace_graph2018_all_author_year_7, trace_graph2018_all_author_year_8, trace_graph2018_all_author_year_9, trace_graph2018_all_author_year_10, trace_graph2018_all_author_year_11, trace_graph2018_all_author_year_12, trace_graph2018_all_author_year_13, trace_graph2018_all_author_year_14, trace_graph2018_all_author_year_15, trace_graph2018_all_author_year_16, trace_graph2018_all_author_year_17, trace_graph2018_all_author_year_18, trace_graph2018_all_author_year_19, trace_graph2018_all_author_year_20, trace_graph2018_all_author_year_21, trace_graph2018_all_author_year_22, trace_graph2018_all_author_year_23, trace_graph2018_all_author_year_24, trace_graph2018_all_author_year_25, trace_graph2018_all_author_year_26, trace_graph2018_all_author_year_27, trace_graph2018_all_author_year_28, trace_graph2018_all_author_year_29, trace_graph2018_all_author_year_30, trace_graph2018_all_author_year_31, trace_graph2018_all_author_year_32, trace_graph2018_all_author_year_33, trace_graph2018_all_author_year_34, trace_graph2018_all_author_year_35, trace_graph2018_all_author_year_36, trace_graph2018_all_author_year_37, trace_graph2018_all_author_year_38, trace_graph2018_all_author_year_39, trace_graph2018_all_author_year_40, trace_graph2018_all_author_year_41, trace_graph2018_all_author_year_42, trace_graph2018_all_author_year_43, trace_graph2018_all_author_year_44];\nfixLineGraph(data_graph2018_all_author_year);\nscaleLineGraph(data_graph2018_all_author_year, 16);\nPlotly.newPlot('myplot_graph2018_all_author_year', data_graph2018_all_author_year, {margin: { l: 30, r: 0, b: 100, t: 0, pad: 4 }, showlegend: false, showticklabels: true, xaxis:{autotick: false}}, {responsive: true});\n<\/script><\/p>\n<h3>First Authors<\/h3>\n<p>Next, let's look at the statistics regarding first authors. While the previous section includes mostly group leaders, the first authors on publications are usually the ones who do the practical implementation, run the experiments and write large parts of the paper. The very clear leader in this category is <a href=\"https:\/\/sites.google.com\/view\/yitay\/home\">Yi Tay<\/a> (Nanyang Technological University), a 3rd year PhD student who managed to publish an impressive 10 papers at main conferences in 2018. With still a very respectable 6 publications is <a href=\"http:\/\/people.csail.mit.edu\/zeyuan\/\">Zeyuan Allen-Zhu<\/a> (MSR). Following them, <a href=\"http:\/\/www.mikelartetxe.com\/\">Mikel Artetxe<\/a>, <a href=\"http:\/\/jtgu.me\">Jiatao Gu<\/a> (University of Hong Kong), <a href=\"https:\/\/sites.google.com\/view\/dinghanshen\">Dinghan Shen<\/a> (Duke University) and <a href=\"http:\/\/www.nathankallus.com\/\">Nathan Kallus<\/a> (Cornell University) each had 5 first-author papers last year.<\/p>\n<div id=\"myplot_graph2018_last_firstauthor_source\"><\/div>\n<p><script>\nvar trace_graph2018_last_firstauthor_source_0 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [3, 5, 0, 1, 2, 1, 0, 4, 1, 1, 2, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 3, 2, 3, 2, 1, 2, 1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 1, 1, 3, 2, 1, 2, ],\n  name: 'AAAI',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_1 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 2, 0, 0, 0, 2, 1, 2, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, ],\n  name: 'ICLR',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_2 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 0, 2, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 2, 2, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ],\n  name: 'ICML',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_3 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [2, 0, 4, 0, 0, 0, 4, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 2, 0, 0, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, ],\n  name: 'NeurIPS',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_4 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ],\n  name: 'CL',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_5 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ],\n  name: 'TACL',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_6 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ],\n  name: 'CoNLL',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_7 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ],\n  name: 'COLING',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_8 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 3, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, ],\n  name: 'NAACL',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_9 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [4, 1, 0, 1, 1, 2, 0, 0, 0, 0, 0, 2, 0, 0, 2, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 1, 0, 0, 0, 1, 2, 0, ],\n  name: 'EMNLP',\n  type: 'bar'\n};\nvar trace_graph2018_last_firstauthor_source_10 = {  x: [\"Yi Tay\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Mikel Artetxe\", \"Jiatao Gu\", \"Dinghan Shen\", \"Nathan Kallus\", \"Bryan Wilder\", \"Qi Liu\", \"Yang Song\", \"Aditya Grover\", \"Lijun Wu\", \"Yi Zhou\", \"Yitong Li\", \"Junyang Lin\", \"Devamanyu Hazarika\", \"Zhilin Yang\", \"Pan Zhou\", \"Jinsung Yoon\", \"Sanjeev Arora\", \"Bo Dai\", \"Ryan Cotterell\", \"Yu Wang\", \"Jufeng Yang\", \"Amrita Saha\", \"Haris Aziz\", \"Siddharth Barman\", \"Christian Kroer\", \"Shinsaku Sakaue\", \"Hao Zhang\", \"Wesley Tansey\", \"Aleksandar Bojchevski\", \"Devendra Singh Chaplot\", \"Bin Gu\", \"Zhouyuan Huo\", \"Muhan Zhang\", \"Xu Han\", \"Xilun Chen\", \"Douwe Kiela\", \"Zachary Lipton\", \"Lajanugen Logeswaran\", \"Lei Sha\", \"Xiaoyu Shen\", \"Bailin Wang\", \"Yu Wu\", ],\n  y: [1, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, ],\n  name: 'ACL',\n  type: 'bar'\n};\nvar data_graph2018_last_firstauthor_source = [trace_graph2018_last_firstauthor_source_0, trace_graph2018_last_firstauthor_source_1, trace_graph2018_last_firstauthor_source_2, trace_graph2018_last_firstauthor_source_3, trace_graph2018_last_firstauthor_source_4, trace_graph2018_last_firstauthor_source_5, trace_graph2018_last_firstauthor_source_6, trace_graph2018_last_firstauthor_source_7, trace_graph2018_last_firstauthor_source_8, trace_graph2018_last_firstauthor_source_9, trace_graph2018_last_firstauthor_source_10];\nfixBarGraph(data_graph2018_last_firstauthor_source);\nscaleBarGraph(data_graph2018_last_firstauthor_source, 21);\nPlotly.newPlot('myplot_graph2018_last_firstauthor_source', data_graph2018_last_firstauthor_source, {barmode: 'stack', margin: { l: 30, r: 0, b: 170, t: 20, pad: 4 }}, {responsive: true});\n<\/script><\/p>\n<p>Looking at the whole period, <a href=\"https:\/\/nlp.stanford.edu\/~bdlijiwei\/\">Jiwei Li<\/a> (Shannon.AI) has built up an impressive 22 first-author publications. He is followed by <a href=\"http:\/\/people.csail.mit.edu\/zeyuan\/\">Zeyuan Allen-Zhu<\/a> (MSR), <a href=\"http:\/\/pages.cs.wisc.edu\/~ybkim\/\">Young-Bum Kim<\/a> (Amazon), <a href=\"https:\/\/ryancotterell.github.io\/\">Ryan Cotterell<\/a> (Cambridge) and <a href=\"http:\/\/people.ds.cam.ac.uk\/iv250\/\">Ivan Vuli\u0107<\/a> (Cambridge).<\/p>\n<div id=\"myplot_graph2018_all_firstauthor_source\"><\/div>\n<p><script>\nvar trace_graph2018_all_firstauthor_source_0 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [0, 10, 0, 0, 0, 0, 0, 0, 1, 0, 3, 12, 4, 2, 1, 0, 0, 0, 2, 2, 1, 1, 4, 1, 0, 0, 0, 0, 0, 0, 0, 0, 7, 2, 9, 2, 6, 2, 4, 0, 0, 0, 0, 0, 0, ],\n  name: 'AAAI',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_1 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, ],\n  name: 'ICLR',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_2 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [0, 0, 10, 0, 0, 0, 7, 0, 0, 0, 5, 0, 0, 2, 0, 1, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 6, 0, 0, 0, 5, 6, 2, 0, 0, 5, 0, 0, 0, 2, 0, 0, 0, 3, 4, ],\n  name: 'ICML',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_3 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [0, 1, 8, 0, 0, 0, 7, 0, 1, 0, 4, 0, 1, 8, 0, 1, 0, 0, 1, 6, 0, 0, 2, 0, 0, 0, 4, 0, 0, 0, 3, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 7, 6, ],\n  name: 'NeurIPS',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_4 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [0, 1, 0, 0, 0, 1, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, ],\n  name: 'CL',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_5 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [1, 1, 0, 0, 2, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 1, 1, 1, 0, 2, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, ],\n  name: 'TACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_6 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [0, 0, 0, 0, 1, 1, 0, 1, 3, 1, 0, 0, 0, 0, 0, 1, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, ],\n  name: 'CoNLL',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_7 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [1, 2, 0, 2, 0, 1, 0, 4, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 2, 0, 2, 3, 0, 0, 0, 0, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 4, 0, 0, ],\n  name: 'COLING',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_8 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [0, 0, 0, 0, 2, 3, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 2, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 2, 0, 0, ],\n  name: 'EACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_9 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [2, 0, 0, 3, 6, 3, 0, 2, 1, 1, 0, 0, 1, 0, 1, 3, 4, 1, 0, 0, 2, 0, 0, 2, 2, 3, 0, 1, 2, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, ],\n  name: 'NAACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_10 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [10, 4, 0, 3, 3, 3, 0, 2, 0, 5, 0, 0, 2, 0, 7, 3, 5, 2, 2, 1, 1, 3, 4, 4, 1, 2, 0, 2, 2, 4, 3, 0, 0, 1, 1, 0, 1, 1, 2, 2, 4, 3, 2, 0, 0, ],\n  name: 'EMNLP',\n  type: 'bar'\n};\nvar trace_graph2018_all_firstauthor_source_11 = {  x: [\"Jiwei Li\", \"Yang Liu\", \"Zeyuan Allen-Zhu\", \"Young-Bum Kim\", \"Ryan Cotterell\", \"Ivan Vuli\u0107\", \"Elad Hazan\", \"Wenpeng Yin\", \"Omer Levy\", \"Shafiq Joty\", \"Lijun Zhang\", \"Haris Aziz\", \"Chen Chen\", \"Qiang Liu\", \"Douwe Kiela\", \"Jacob Andreas\", \"Yi Yang\", \"Ellie Pavlick\", \"Min Xiao\", \"Yining Wang\", \"Anders S\u00f8gaard\", \"Meishan Zhang\", \"Yi Tay\", \"Yuan Zhang\", \"Angeliki Lazaridou\", \"Manaal Faruqui\", \"Corinna Cortes\", \"Annie Louis\", \"Dirk Hovy\", \"Miguel Ballesteros\", \"Yuchen Zhang\", \"Sanjeev Arora\", \"Feiping Nie\", \"Li Dong\", \"Yang Yang\", \"Pengtao Xie\", \"Ziqiang Cao\", \"Svitlana Volkova\", \"Min Yang\", \"Dani Yogatama\", \"Wang Ling\", \"Long Duong\", \"Henning Wachsmuth\", \"Eunho Yang\", \"Ian En-Hsu Yen\", ],\n  y: [6, 2, 0, 9, 3, 5, 0, 3, 4, 3, 0, 0, 2, 0, 3, 3, 2, 7, 1, 0, 4, 3, 1, 3, 5, 3, 1, 1, 6, 0, 0, 0, 0, 5, 0, 2, 2, 5, 2, 3, 3, 3, 2, 0, 0, ],\n  name: 'ACL',\n  type: 'bar'\n};\nvar data_graph2018_all_firstauthor_source = [trace_graph2018_all_firstauthor_source_0, trace_graph2018_all_firstauthor_source_1, trace_graph2018_all_firstauthor_source_2, trace_graph2018_all_firstauthor_source_3, trace_graph2018_all_firstauthor_source_4, trace_graph2018_all_firstauthor_source_5, trace_graph2018_all_firstauthor_source_6, trace_graph2018_all_firstauthor_source_7, trace_graph2018_all_firstauthor_source_8, trace_graph2018_all_firstauthor_source_9, trace_graph2018_all_firstauthor_source_10, trace_graph2018_all_firstauthor_source_11];\nfixBarGraph(data_graph2018_all_firstauthor_source);\nscaleBarGraph(data_graph2018_all_firstauthor_source, 31);\nPlotly.newPlot('myplot_graph2018_all_firstauthor_source', data_graph2018_all_firstauthor_source, {barmode: 'stack', margin: { l: 30, r: 0, b: 170, t: 20, pad: 4 }}, {responsive: true});\n<\/script><\/p>\n<h3>Organizations<\/h3>\n<p>Next, let's look at the statistics of organizations. As with the previous two years, CMU again took the lead in 2018, with a relatively even spread between NLP and core ML. Google and Microsoft are still the industry leaders, with Tsinghua, Stanford, Peking, MIT and Berkeley forming the rest of the top publishing organizations.<\/p>\n<div id=\"myplot_graph2018_last_org_source\"><\/div>\n<p><script>\nvar trace_graph2018_last_org_source_0 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [37, 17, 38, 56, 13, 31, 12, 8, 41, 7, 44, 12, 14, 24, 3, 28, 20, 5, 11, 11, 17, 3, 29, 17, 7, 12, 5, 11, 8, 14, 14, 9, 1, 9, 7, 3, 12, 11, 2, 3, 3, 0, 8, 15, 14, ],\n  name: 'AAAI',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_1 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [17, 51, 17, 6, 14, 1, 10, 25, 0, 8, 0, 15, 3, 8, 2, 3, 11, 8, 5, 4, 8, 1, 0, 0, 7, 4, 8, 5, 5, 3, 1, 2, 5, 5, 5, 3, 3, 4, 1, 8, 7, 1, 0, 0, 0, ],\n  name: 'ICLR',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_2 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [14, 16, 10, 9, 18, 4, 11, 11, 0, 3, 1, 6, 1, 5, 2, 2, 7, 5, 8, 2, 3, 4, 1, 1, 2, 8, 10, 3, 8, 5, 2, 4, 10, 3, 8, 8, 1, 4, 28, 4, 2, 0, 0, 0, 2, ],\n  name: 'ICML',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_3 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [47, 73, 38, 20, 59, 18, 53, 43, 6, 15, 4, 12, 17, 17, 9, 6, 23, 12, 17, 10, 16, 9, 5, 14, 19, 17, 14, 10, 12, 15, 8, 18, 23, 11, 17, 19, 7, 6, 1, 4, 6, 0, 1, 2, 7, ],\n  name: 'NeurIPS',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_4 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 2, 4, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ],\n  name: 'CL',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_5 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [1, 1, 0, 2, 2, 0, 2, 1, 0, 1, 0, 0, 2, 0, 3, 0, 0, 1, 1, 1, 0, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, ],\n  name: 'TACL',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_6 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [2, 2, 2, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 3, 0, 0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 3, 0, 0, 0, 0, ],\n  name: 'CoNLL',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_7 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [8, 1, 4, 9, 2, 10, 1, 0, 9, 2, 8, 1, 9, 2, 3, 11, 0, 1, 1, 5, 2, 0, 0, 1, 0, 0, 0, 3, 0, 0, 4, 0, 0, 0, 0, 2, 3, 1, 0, 5, 0, 0, 8, 5, 2, ],\n  name: 'COLING',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_8 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [17, 5, 13, 2, 7, 4, 3, 5, 2, 18, 3, 7, 5, 4, 17, 3, 2, 10, 6, 8, 6, 11, 0, 2, 4, 0, 0, 3, 1, 0, 2, 1, 0, 2, 2, 0, 5, 2, 1, 2, 2, 11, 5, 1, 2, ],\n  name: 'NAACL',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_9 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [28, 15, 20, 14, 8, 28, 7, 3, 15, 11, 7, 15, 12, 6, 16, 10, 1, 8, 6, 13, 5, 14, 6, 5, 3, 1, 4, 4, 5, 2, 6, 3, 1, 5, 1, 2, 2, 3, 1, 4, 9, 15, 4, 6, 2, ],\n  name: 'EMNLP',\n  type: 'bar'\n};\nvar trace_graph2018_last_org_source_10 = {  x: [\"Carnegie Mellon University\", \"Google\", \"Microsoft\", \"Tsinghua University\", \"Stanford University\", \"Peking University\", \"Massachusetts Institute of Technology\", \"UC Berkeley\", \"University of Chinese Academy of Sciences\", \"University of Washington\", \"Chinese Academy of Sciences\", \"Facebook\", \"IBM\", \"University of Southern California\", \"University of Edinburgh\", \"Shanghai Jiao Tong University\", \"University of Oxford\", \"University of Cambridge\", \"Cornell University\", \"University of Pennsylvania\", \"UT Austin\", \"Johns Hopkins University\", \"Nanyang Technological University\", \"The Chinese University of Hong Kong\", \"Georgia Institute of Technology\", \"ETH Z\u00fcrich\", \"University of Toronto\", \"University of Michigan\", \"Columbia University\", \"Duke University\", \"National University of Singapore\", \"University College London\", \"Princeton University\", \"University of Illinois at Urbana-Champaign\", \"UC Los Angeles\", \"INRIA\", \"University of Maryland\", \"University of Tokyo\", \"University\", \"University of Amsterdam\", \"New York University\", \"Allen Institute for Artificial Intelligence\", \"Harbin Institute of Technology\", \"Institute of Automation\", \"Nanjing University\", ],\n  y: [26, 5, 15, 11, 5, 19, 2, 2, 10, 15, 11, 9, 11, 5, 12, 4, 2, 9, 7, 7, 1, 4, 4, 5, 0, 0, 2, 3, 2, 2, 4, 2, 1, 4, 0, 2, 2, 4, 1, 4, 1, 7, 5, 2, 1, ],\n  name: 'ACL',\n  type: 'bar'\n};\nvar data_graph2018_last_org_source = [trace_graph2018_last_org_source_0, trace_graph2018_last_org_source_1, trace_graph2018_last_org_source_2, trace_graph2018_last_org_source_3, trace_graph2018_last_org_source_4, trace_graph2018_last_org_source_5, trace_graph2018_last_org_source_6, trace_graph2018_last_org_source_7, trace_graph2018_last_org_source_8, trace_graph2018_last_org_source_9, trace_graph2018_last_org_source_10];\nscaleBarGraph(data_graph2018_last_org_source, 32);\nPlotly.newPlot('myplot_graph2018_last_org_source', data_graph2018_last_org_source, {barmode: 'stack', margin: { l: 30, r: 0, b: 270, t: 20, pad: 4 }}, {responsive: true});\n<\/script><\/p>\n<p>Looking at the whole period between 2012-2018, the ranking is relatively similar. CMU is again firmly in the lead, with Microsoft and Google having switched places for the next two positions. Princeton, INRIA and Duke seem to focus only on core ML, without almost any publishing in the NLP area. In contrast, Peking, CAS and Edinburgh seem to have a very strong emphasis on language applications over publishing in NeurIPS\/ICML.<\/p>\n<div id=\"myplot_graph2018_all_org_source\"><\/div>\n<p><script>\nvar trace_graph2018_all_org_source_0 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [178, 159, 48, 48, 69, 167, 26, 81, 114, 41, 12, 130, 10, 22, 53, 80, 16, 29, 30, 73, 40, 38, 5, 42, 43, 44, 50, 16, 51, 18, 35, 28, 9, 72, 33, 62, 41, 14, 88, 36, 47, 23, 45, 33, 63, ],\n  name: 'AAAI',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_1 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [28, 35, 99, 31, 22, 9, 50, 5, 2, 14, 15, 1, 7, 12, 9, 21, 2, 49, 4, 10, 9, 24, 10, 5, 9, 9, 3, 3, 5, 6, 9, 0, 31, 4, 10, 0, 5, 17, 0, 5, 1, 1, 0, 13, 0, ],\n  name: 'ICLR',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_2 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [116, 102, 83, 99, 57, 36, 72, 40, 13, 29, 51, 6, 16, 37, 41, 33, 18, 20, 23, 24, 31, 39, 50, 18, 33, 27, 28, 42, 33, 34, 30, 1, 19, 7, 15, 1, 23, 15, 6, 33, 11, 4, 1, 18, 15, ],\n  name: 'ICML',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_3 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [191, 171, 223, 224, 183, 62, 159, 59, 31, 63, 67, 18, 34, 76, 100, 74, 34, 35, 53, 42, 57, 73, 120, 23, 63, 56, 30, 86, 76, 81, 63, 4, 38, 12, 42, 8, 27, 13, 9, 33, 31, 1, 5, 50, 18, ],\n  name: 'NeurIPS',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_4 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [11, 6, 11, 7, 3, 2, 3, 2, 4, 3, 15, 3, 15, 5, 3, 0, 4, 3, 4, 3, 1, 2, 1, 3, 2, 1, 3, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 2, 2, 0, 1, 0, 2, 0, 0, ],\n  name: 'CL',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_5 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [13, 7, 15, 9, 9, 4, 4, 6, 2, 8, 8, 3, 17, 4, 0, 0, 20, 1, 10, 1, 5, 0, 1, 5, 3, 2, 1, 1, 0, 2, 1, 1, 3, 1, 6, 0, 0, 3, 1, 1, 0, 4, 3, 0, 1, ],\n  name: 'TACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_6 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [10, 7, 10, 8, 1, 1, 1, 7, 3, 8, 6, 0, 7, 5, 3, 3, 5, 1, 2, 2, 1, 1, 0, 5, 1, 0, 2, 1, 0, 2, 0, 0, 3, 0, 0, 0, 1, 4, 0, 0, 0, 7, 0, 0, 1, ],\n  name: 'CoNLL',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_7 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [24, 37, 12, 7, 2, 26, 3, 41, 38, 7, 21, 32, 7, 10, 5, 2, 2, 11, 11, 5, 3, 7, 0, 6, 0, 5, 14, 5, 0, 1, 1, 35, 4, 16, 3, 16, 7, 16, 3, 2, 5, 9, 20, 0, 2, ],\n  name: 'COLING',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_8 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [11, 15, 7, 5, 4, 1, 2, 10, 2, 4, 13, 2, 24, 7, 3, 2, 13, 6, 6, 0, 3, 4, 1, 4, 0, 2, 0, 4, 0, 4, 0, 1, 1, 1, 2, 1, 2, 8, 0, 2, 1, 15, 1, 0, 0, ],\n  name: 'EACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_9 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [64, 47, 27, 23, 10, 6, 19, 17, 8, 41, 23, 3, 37, 17, 12, 4, 39, 16, 22, 19, 11, 5, 0, 21, 11, 9, 5, 2, 1, 4, 4, 11, 8, 4, 5, 2, 2, 10, 0, 10, 2, 13, 1, 5, 3, ],\n  name: 'NAACL',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_10 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [106, 96, 61, 55, 26, 33, 28, 55, 77, 66, 33, 38, 60, 29, 19, 11, 40, 34, 33, 24, 27, 12, 4, 28, 15, 15, 22, 5, 4, 10, 11, 36, 22, 16, 17, 33, 17, 19, 14, 3, 14, 25, 15, 3, 9, ],\n  name: 'EMNLP',\n  type: 'bar'\n};\nvar trace_graph2018_all_org_source_11 = {  x: [\"Carnegie Mellon University\", \"Microsoft\", \"Google\", \"Stanford University\", \"Massachusetts Institute of Technology\", \"Tsinghua University\", \"UC Berkeley\", \"IBM\", \"Peking University\", \"University of Washington\", \"University of Cambridge\", \"Chinese Academy of Sciences\", \"University of Edinburgh\", \"Columbia University\", \"UT Austin\", \"University of Oxford\", \"Johns Hopkins University\", \"Facebook\", \"University of Pennsylvania\", \"University of Southern California\", \"Cornell University\", \"University of Toronto\", \"Princeton University\", \"University of Maryland\", \"Georgia Institute of Technology\", \"University of Michigan\", \"National University of Singapore\", \"INRIA\", \"Duke University\", \"University College London\", \"Harvard University\", \"Harbin Institute of Technology\", \"New York University\", \"Shanghai Jiao Tong University\", \"University of Illinois at Urbana-Champaign\", \"University of Chinese Academy of Sciences\", \"University of Tokyo\", \"University of Amsterdam\", \"Nanyang Technological University\", \"University of Alberta\", \"The Chinese University of Hong Kong\", \"University of Melbourne\", \"Institute of Automation\", \"UC Los Angeles\", \"Nanjing University\", ],\n  y: [126, 127, 59, 62, 22, 54, 27, 63, 71, 45, 50, 62, 62, 42, 17, 13, 46, 32, 35, 23, 32, 13, 2, 32, 10, 16, 16, 8, 3, 8, 9, 43, 11, 13, 10, 19, 15, 16, 12, 5, 12, 23, 31, 1, 10, ],\n  name: 'ACL',\n  type: 'bar'\n};\nvar data_graph2018_all_org_source = [trace_graph2018_all_org_source_0, trace_graph2018_all_org_source_1, trace_graph2018_all_org_source_2, trace_graph2018_all_org_source_3, trace_graph2018_all_org_source_4, trace_graph2018_all_org_source_5, trace_graph2018_all_org_source_6, trace_graph2018_all_org_source_7, trace_graph2018_all_org_source_8, trace_graph2018_all_org_source_9, trace_graph2018_all_org_source_10, trace_graph2018_all_org_source_11];\nscaleBarGraph(data_graph2018_all_org_source, 32);\nPlotly.newPlot('myplot_graph2018_all_org_source', data_graph2018_all_org_source, {barmode: 'stack', margin: { l: 30, r: 0, b: 270, t: 20, pad: 4 }}, {responsive: true});\n<\/script><\/p>\n<p>Looking at the timeline, we can see that CMU has been maintaining a large publication output for several years already and still continues to grow. Google and Microsoft have battled it out but Google seems to have taken the lead for now. Chinese universities like Tsinghua and Peking are currently going through a very sharp rise in publication numbers.<\/p>\n<div id=\"myplot_graph2018_all_org_year\"><\/div>\n<p><script>\nvar trace_graph2018_all_org_year_0 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [80, 98, 102, 123, 127, 151, 197, ],\n  text: 'Carnegie Mellon University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_1 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [88, 99, 119, 101, 123, 122, 157, ],\n  text: 'Microsoft',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_2 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [35, 45, 70, 76, 124, 118, 187, ],\n  text: 'Google',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_3 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [48, 66, 75, 69, 93, 98, 129, ],\n  text: 'Stanford University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_4 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [30, 32, 44, 57, 68, 74, 103, ],\n  text: 'Massachusetts Institute of Technology',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_5 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [26, 16, 41, 47, 70, 70, 131, ],\n  text: 'Tsinghua University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_6 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [34, 34, 42, 52, 56, 78, 98, ],\n  text: 'UC Berkeley',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_7 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [36, 42, 56, 52, 67, 58, 75, ],\n  text: 'IBM',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_8 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [25, 20, 37, 43, 61, 62, 117, ],\n  text: 'Peking University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_9 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [34, 35, 35, 48, 58, 38, 81, ],\n  text: 'University of Washington',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_10 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [30, 25, 46, 38, 59, 53, 63, ],\n  text: 'University of Cambridge',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_11 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [22, 23, 38, 34, 58, 45, 78, ],\n  text: 'Chinese Academy of Sciences',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_12 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [28, 32, 45, 38, 39, 42, 72, ],\n  text: 'University of Edinburgh',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_13 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [31, 45, 40, 38, 43, 27, 42, ],\n  text: 'Columbia University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_14 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [21, 26, 38, 42, 48, 32, 58, ],\n  text: 'UT Austin',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_15 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [10, 20, 28, 31, 35, 52, 67, ],\n  text: 'University of Oxford',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_16 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [27, 32, 18, 45, 32, 36, 49, ],\n  text: 'Johns Hopkins University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_17 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [8, 9, 13, 28, 46, 56, 77, ],\n  text: 'Facebook',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_18 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [28, 29, 35, 21, 28, 31, 61, ],\n  text: 'University of Pennsylvania',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_19 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [25, 13, 30, 24, 34, 26, 74, ],\n  text: 'University of Southern California',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_20 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [18, 21, 31, 26, 25, 37, 62, ],\n  text: 'Cornell University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_21 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [32, 26, 34, 30, 26, 27, 43, ],\n  text: 'University of Toronto',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_22 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [15, 13, 29, 27, 47, 22, 41, ],\n  text: 'Princeton University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_23 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [28, 23, 24, 26, 31, 24, 36, ],\n  text: 'University of Maryland',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_24 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [11, 23, 21, 29, 28, 34, 44, ],\n  text: 'Georgia Institute of Technology',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_25 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [21, 18, 18, 23, 33, 30, 43, ],\n  text: 'University of Michigan',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_26 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [29, 24, 21, 18, 22, 19, 41, ],\n  text: 'National University of Singapore',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_27 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [27, 20, 18, 27, 19, 22, 40, ],\n  text: 'INRIA',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_28 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [21, 17, 19, 23, 24, 28, 41, ],\n  text: 'Duke University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_29 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [25, 21, 20, 16, 23, 24, 41, ],\n  text: 'University College London',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_30 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [14, 19, 17, 26, 30, 28, 30, ],\n  text: 'Harvard University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_31 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [16, 19, 32, 20, 25, 18, 31, ],\n  text: 'Harbin Institute of Technology',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_32 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 10, 19, 18, 27, 32, 34, ],\n  text: 'New York University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_33 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [14, 3, 18, 8, 18, 18, 67, ],\n  text: 'Shanghai Jiao Tong University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_34 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [14, 7, 14, 17, 28, 24, 40, ],\n  text: 'University of Illinois at Urbana-Champaign',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_35 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [0, 5, 7, 9, 15, 23, 83, ],\n  text: 'University of Chinese Academy of Sciences',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_36 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [22, 8, 16, 14, 16, 29, 35, ],\n  text: 'University of Tokyo',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_37 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [6, 3, 21, 18, 32, 23, 34, ],\n  text: 'University of Amsterdam',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_38 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [14, 4, 13, 12, 25, 21, 46, ],\n  text: 'Nanyang Technological University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_39 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [24, 18, 20, 23, 20, 10, 15, ],\n  text: 'University of Alberta',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_40 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [7, 6, 12, 11, 21, 22, 46, ],\n  text: 'The Chinese University of Hong Kong',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_41 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 2, 15, 22, 28, 28, 21, ],\n  text: 'University of Melbourne',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_42 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [9, 15, 16, 12, 25, 16, 31, ],\n  text: 'Institute of Automation',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_43 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [8, 14, 9, 12, 22, 18, 40, ],\n  text: 'UC Los Angeles',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar trace_graph2018_all_org_year_44 = {  x: [\"2012\", \"2013\", \"2014\", \"2015\", \"2016\", \"2017\", \"2018\", ],\n  y: [5, 7, 13, 17, 21, 28, 31, ],\n  text: 'Nanjing University',\n  type: 'scatter',\nhoverinfo: \"text\"\n};\nvar data_graph2018_all_org_year = [trace_graph2018_all_org_year_0, trace_graph2018_all_org_year_1, trace_graph2018_all_org_year_2, trace_graph2018_all_org_year_3, trace_graph2018_all_org_year_4, trace_graph2018_all_org_year_5, trace_graph2018_all_org_year_6, trace_graph2018_all_org_year_7, trace_graph2018_all_org_year_8, trace_graph2018_all_org_year_9, trace_graph2018_all_org_year_10, trace_graph2018_all_org_year_11, trace_graph2018_all_org_year_12, trace_graph2018_all_org_year_13, trace_graph2018_all_org_year_14, trace_graph2018_all_org_year_15, trace_graph2018_all_org_year_16, trace_graph2018_all_org_year_17, trace_graph2018_all_org_year_18, trace_graph2018_all_org_year_19, trace_graph2018_all_org_year_20, trace_graph2018_all_org_year_21, trace_graph2018_all_org_year_22, trace_graph2018_all_org_year_23, trace_graph2018_all_org_year_24, trace_graph2018_all_org_year_25, trace_graph2018_all_org_year_26, trace_graph2018_all_org_year_27, trace_graph2018_all_org_year_28, trace_graph2018_all_org_year_29, trace_graph2018_all_org_year_30, trace_graph2018_all_org_year_31, trace_graph2018_all_org_year_32, trace_graph2018_all_org_year_33, trace_graph2018_all_org_year_34, trace_graph2018_all_org_year_35, trace_graph2018_all_org_year_36, trace_graph2018_all_org_year_37, trace_graph2018_all_org_year_38, trace_graph2018_all_org_year_39, trace_graph2018_all_org_year_40, trace_graph2018_all_org_year_41, trace_graph2018_all_org_year_42, trace_graph2018_all_org_year_43, trace_graph2018_all_org_year_44];\nscaleLineGraph(data_graph2018_all_org_year, 16);\nPlotly.newPlot('myplot_graph2018_all_org_year', data_graph2018_all_org_year, {margin: { l: 30, r: 0, b: 100, t: 0, pad: 4 }, showlegend: false, showticklabels: true, xaxis:{autotick: false}}, {responsive: true});\n<\/script><\/p>\n<h3>Topic Clustering<\/h3>\n<p>Finally, I ran some topic clustering on authors and organizations. I collected all the publications that were associated to that specific authot\/organization, lowercased and tokenized them, passed them through LDA and then visualized with t-SNE. It acts as a nice visualization of the top publishing entities, showing how similar their paper content is to the others in the graph.<\/p>\n<p><a href=\"https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png\" rel=\"attachment wp-att-1227\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1227\" src=\"https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png\" alt=\"Clustering authors\" width=\"1024\" height=\"597\" srcset=\"https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png 1024w, https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2-150x87.png 150w, https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2-300x175.png 300w, https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2-768x448.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_org_4.png\" rel=\"attachment wp-att-1192\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1192\" src=\"https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_org_4.png\" alt=\"Topic Clustering Organizations\" width=\"1016\" height=\"630\" srcset=\"https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_org_4.png 1016w, https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_org_4-150x93.png 150w, https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_org_4-300x186.png 300w, https:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_org_4-768x476.png 768w\" sizes=\"auto, (max-width: 1016px) 100vw, 1016px\" \/><\/a><\/p>\n<p>That's all for this year. If you notice any mistakes, or if you have suggestions for next year, let me know by leaving a comment or sending me an email.<\/p>\n<p>I hope everyone has a great 2019, both professionally and personally!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>It is time for another yearly update of the publication statistics in Machine Learning and Natural Language Processing. The field has continued to grow very&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1135","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>ML and NLP Publications in 2018 - Marek Rei<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ML and NLP Publications in 2018 - Marek Rei\" \/>\n<meta property=\"og:description\" content=\"It is time for another yearly update of the publication statistics in Machine Learning and Natural Language Processing. The field has continued to grow very&hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/\" \/>\n<meta property=\"og:site_name\" content=\"Marek Rei\" \/>\n<meta property=\"article:published_time\" content=\"2019-01-09T12:03:16+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-10-04T10:52:15+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png\" \/>\n<meta name=\"author\" content=\"Marek\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Marek\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/\",\"url\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/\",\"name\":\"ML and NLP Publications in 2018 - Marek Rei\",\"isPartOf\":{\"@id\":\"https:\/\/www.marekrei.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#primaryimage\"},\"thumbnailUrl\":\"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png\",\"datePublished\":\"2019-01-09T12:03:16+00:00\",\"dateModified\":\"2019-10-04T10:52:15+00:00\",\"author\":{\"@id\":\"https:\/\/www.marekrei.com\/blog\/#\/schema\/person\/a145eb0a06ed4acf5b0f84a24b7a1191\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#primaryimage\",\"url\":\"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png\",\"contentUrl\":\"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.marekrei.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"ML and NLP Publications in 2018\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.marekrei.com\/blog\/#website\",\"url\":\"https:\/\/www.marekrei.com\/blog\/\",\"name\":\"Marek Rei\",\"description\":\"Thoughts on Machine Learning and Natural Language Processing\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.marekrei.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.marekrei.com\/blog\/#\/schema\/person\/a145eb0a06ed4acf5b0f84a24b7a1191\",\"name\":\"Marek\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.marekrei.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/48a65414bfda6485aaa0703e548de0ed25292b5fe0d979ed8c28ad83cf5a82c0?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/48a65414bfda6485aaa0703e548de0ed25292b5fe0d979ed8c28ad83cf5a82c0?s=96&d=mm&r=g\",\"caption\":\"Marek\"},\"url\":\"https:\/\/www.marekrei.com\/blog\/author\/marek\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"ML and NLP Publications in 2018 - Marek Rei","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/","og_locale":"en_US","og_type":"article","og_title":"ML and NLP Publications in 2018 - Marek Rei","og_description":"It is time for another yearly update of the publication statistics in Machine Learning and Natural Language Processing. The field has continued to grow very&hellip;","og_url":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/","og_site_name":"Marek Rei","article_published_time":"2019-01-09T12:03:16+00:00","article_modified_time":"2019-10-04T10:52:15+00:00","og_image":[{"url":"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png"}],"author":"Marek","twitter_misc":{"Written by":"Marek","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/","url":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/","name":"ML and NLP Publications in 2018 - Marek Rei","isPartOf":{"@id":"https:\/\/www.marekrei.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#primaryimage"},"image":{"@id":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#primaryimage"},"thumbnailUrl":"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png","datePublished":"2019-01-09T12:03:16+00:00","dateModified":"2019-10-04T10:52:15+00:00","author":{"@id":"https:\/\/www.marekrei.com\/blog\/#\/schema\/person\/a145eb0a06ed4acf5b0f84a24b7a1191"},"breadcrumb":{"@id":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#primaryimage","url":"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png","contentUrl":"http:\/\/www.marekrei.com\/blog\/wp-content\/uploads\/2019\/01\/tsne_auth_3_2.png"},{"@type":"BreadcrumbList","@id":"https:\/\/www.marekrei.com\/blog\/ml-and-nlp-publications-in-2018\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.marekrei.com\/blog\/"},{"@type":"ListItem","position":2,"name":"ML and NLP Publications in 2018"}]},{"@type":"WebSite","@id":"https:\/\/www.marekrei.com\/blog\/#website","url":"https:\/\/www.marekrei.com\/blog\/","name":"Marek Rei","description":"Thoughts on Machine Learning and Natural Language Processing","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.marekrei.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.marekrei.com\/blog\/#\/schema\/person\/a145eb0a06ed4acf5b0f84a24b7a1191","name":"Marek","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.marekrei.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/48a65414bfda6485aaa0703e548de0ed25292b5fe0d979ed8c28ad83cf5a82c0?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/48a65414bfda6485aaa0703e548de0ed25292b5fe0d979ed8c28ad83cf5a82c0?s=96&d=mm&r=g","caption":"Marek"},"url":"https:\/\/www.marekrei.com\/blog\/author\/marek\/"}]}},"_links":{"self":[{"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/posts\/1135","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/comments?post=1135"}],"version-history":[{"count":97,"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/posts\/1135\/revisions"}],"predecessor-version":[{"id":1427,"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/posts\/1135\/revisions\/1427"}],"wp:attachment":[{"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/media?parent=1135"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/categories?post=1135"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.marekrei.com\/blog\/wp-json\/wp\/v2\/tags?post=1135"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}