Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-transformer, comb-ensemble, search-beam, pre-bert, latent-vae, task-condlm, task-seq2seq 1 Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems Hung Le, Doyen Sahoo, Nancy Chen, Steven Hoi https://www.aclweb.org/anthology/P19-1564.pdf
2019 ACL # arch-lstm, arch-gnn, arch-cnn, arch-att, arch-bilinear, pre-glove, latent-vae, loss-nce, task-seqlab, task-condlm, task-seq2seq, task-relation 1 Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency https://www.aclweb.org/anthology/P19-1152.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-mll, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, comb-ensemble, pre-word2vec, task-lm, task-condlm, task-seq2seq 1 Attention-based Conditioning Methods for External Knowledge Integration Katerina Margatina, Christos Baziotis, Alexandros Potamianos https://www.aclweb.org/anthology/P19-1385.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, arch-lstm, arch-copy, arch-coverage, task-condlm, task-seq2seq 2 Handling Divergent Reference Texts when Evaluating Table-to-Text Generation Bhuwan Dhingra, Manaal Faruqui, Ankur Parikh, Ming-Wei Chang, Dipanjan Das, William Cohen https://www.aclweb.org/anthology/P19-1483.pdf
2019 ACL # optim-adam, optim-projection, train-transfer, train-augment, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-condlm 7 Mitigating Gender Bias in Natural Language Processing: Literature Review Tony Sun, Andrew Gaut, Shirlyn Tang, Yuxin Huang, Mai ElSherief, Jieyu Zhao, Diba Mirza, Elizabeth Belding, Kai-Wei Chang, William Yang Wang https://www.aclweb.org/anthology/P19-1159.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, task-lm, task-condlm 1 Generating Question Relevant Captions to Aid Visual Question Answering Jialin Wu, Zeyuan Hu, Raymond Mooney https://www.aclweb.org/anthology/P19-1348.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-coverage, arch-subword, task-textpair, task-condlm, task-seq2seq 1 Simple and Effective Paraphrastic Similarity from Parallel Translations John Wieting, Kevin Gimpel, Graham Neubig, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/P19-1453.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-decay, train-mtl, arch-lstm, arch-bilstm, arch-att, task-condlm, task-seq2seq 1 Storyboarding of Recipes: Grounded Contextual Generation Khyathi Chandu, Eric Nyberg, Alan W Black https://www.aclweb.org/anthology/P19-1606.pdf
2019 ACL # optim-sgd, optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, task-condlm, task-seq2seq 0 Neural-based Chinese Idiom Recommendation for Enhancing Elegance in Essay Writing Yuanchao Liu, Bo Pang, Bingquan Liu https://www.aclweb.org/anthology/P19-1552.pdf
2019 ACL # optim-adam, arch-lstm, task-condlm 4 The PhotoBook Dataset: Building Common Ground through Visually-Grounded Dialogue Janosch Haber, Tim Baumgärtner, Ece Takmaz, Lieke Gelderloos, Elia Bruni, Raquel Fernández https://www.aclweb.org/anthology/P19-1184.pdf
2019 ACL # optim-adam, reg-stopping, train-mtl, train-active, arch-att, arch-subword, arch-transformer, pre-fasttext, task-condlm 14 Learning from Dialogue after Deployment: Feed Yourself, Chatbot! Braden Hancock, Antoine Bordes, Pierre-Emmanuel Mazare, Jason Weston https://www.aclweb.org/anthology/P19-1358.pdf
2019 ACL # optim-adam, pool-max, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-paravec, task-condlm, task-seq2seq 1 Improving Visual Question Answering by Referring to Generated Paragraph Captions Hyounghun Kim, Mohit Bansal https://www.aclweb.org/anthology/P19-1351.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-treelstm, arch-att, arch-selfatt, arch-coverage, latent-vae, task-textpair, task-lm, task-condlm, task-relation, task-tree 1 Learning Latent Trees with Stochastic Perturbations and Differentiable Dynamic Programming Caio Corro, Ivan Titov https://www.aclweb.org/anthology/P19-1551.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-copy, pre-glove, task-condlm, task-seq2seq 2 Bridging by Word: Image Grounded Vocabulary Construction for Visual Captioning Zhihao Fan, Zhongyu Wei, Siyuan Wang, Xuanjing Huang https://www.aclweb.org/anthology/P19-1652.pdf
2019 ACL # arch-lstm, search-beam, latent-vae, task-lm, task-condlm 0 Know What You Don’t Know: Modeling a Pragmatic Speaker that Refers to Objects of Unknown Categories Sina Zarrieß, David Schlangen https://www.aclweb.org/anthology/P19-1063.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, comb-ensemble, search-greedy, task-textclass, task-lm, task-condlm, task-seq2seq 3 A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification Pengcheng Yang, Fuli Luo, Shuming Ma, Junyang Lin, Xu Sun https://www.aclweb.org/anthology/P19-1518.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, arch-lstm, arch-att, arch-memo, pre-word2vec, latent-topic, task-textpair, task-seqlab, task-condlm 1 Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network Jingjing Wang, Changlong Sun, Shoushan Li, Xiaozhong Liu, Luo Si, Min Zhang, Guodong Zhou https://www.aclweb.org/anthology/P19-1345.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-residual, arch-memo, comb-ensemble, pre-glove, task-textpair, task-condlm, task-tree 2 Simple and Effective Text Matching with Richer Alignment Features Runqi Yang, Jianhai Zhang, Xing Gao, Feng Ji, Haiqing Chen https://www.aclweb.org/anthology/P19-1465.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-transformer, search-beam, pre-glove, pre-bert, task-lm, task-condlm, task-seq2seq 1 Comparison of Diverse Decoding Methods from Conditional Language Models Daphne Ippolito, Reno Kriz, Joao Sedoc, Maria Kustikova, Chris Callison-Burch https://www.aclweb.org/anthology/P19-1365.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq 5 Sparse Sequence-to-Sequence Models Ben Peters, Vlad Niculae, André F. T. Martins https://www.aclweb.org/anthology/P19-1146.pdf
2019 ACL # optim-adam, optim-adadelta, optim-projection, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, pre-glove, task-spanlab, task-condlm 3 Simple and Effective Curriculum Pointer-Generator Networks for Reading Comprehension over Long Narratives Yi Tay, Shuohang Wang, Anh Tuan Luu, Jie Fu, Minh C. Phan, Xingdi Yuan, Jinfeng Rao, Siu Cheung Hui, Aston Zhang https://www.aclweb.org/anthology/P19-1486.pdf
2019 ACL # optim-sgd, optim-adam, optim-projection, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-fasttext, nondif-reinforce, task-textclass, task-lm, task-condlm, task-relation 2 Visually Grounded Neural Syntax Acquisition Haoyue Shi, Jiayuan Mao, Kevin Gimpel, Karen Livescu https://www.aclweb.org/anthology/P19-1180.pdf
2019 ACL # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, comb-ensemble, pre-glove, task-textclass, task-condlm, task-seq2seq 10 Multi-step Reasoning via Recurrent Dual Attention for Visual Dialog Zhe Gan, Yu Cheng, Ahmed Kholy, Linjie Li, Jingjing Liu, Jianfeng Gao https://www.aclweb.org/anthology/P19-1648.pdf
2019 ACL # train-augment, arch-lstm, arch-att, arch-transformer, task-lm, task-condlm, task-seq2seq 1 Visual Story Post-Editing Ting-Yao Hsu, Chieh-Yang Huang, Yen-Chia Hsu, Ting-Hao Huang https://www.aclweb.org/anthology/P19-1658.pdf
2019 ACL # optim-adam, optim-projection, arch-lstm, arch-bilstm, arch-att, task-lm, task-condlm 3 CoDraw: Collaborative Drawing as a Testbed for Grounded Goal-driven Communication Jin-Hwa Kim, Nikita Kitaev, Xinlei Chen, Marcus Rohrbach, Byoung-Tak Zhang, Yuandong Tian, Dhruv Batra, Devi Parikh https://www.aclweb.org/anthology/P19-1651.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, search-beam, pre-word2vec, adv-train, latent-vae, task-lm, task-condlm, task-seq2seq 3 Retrieval-Enhanced Adversarial Training for Neural Response Generation Qingfu Zhu, Lei Cui, Wei-Nan Zhang, Furu Wei, Ting Liu https://www.aclweb.org/anthology/P19-1366.pdf
2019 ACL # optim-adagrad, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-lm, task-condlm, task-seq2seq 1 Informative Image Captioning with External Sources of Information Sanqiang Zhao, Piyush Sharma, Tomer Levinboim, Radu Soricut https://www.aclweb.org/anthology/P19-1650.pdf
2019 ACL # optim-sgd, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, search-beam, adv-examp, task-lm, task-condlm, task-seq2seq 1 TIGS: An Inference Algorithm for Text Infilling with Gradient Search Dayiheng Liu, Jie Fu, Pengfei Liu, Jiancheng Lv https://www.aclweb.org/anthology/P19-1406.pdf
2019 ACL # optim-adam, reg-stopping, pool-max, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-condlm, task-seq2seq 1 Constructing Interpretive Spatio-Temporal Features for Multi-Turn Responses Selection Junyu Lu, Chenbin Zhang, Zeying Xie, Guang Ling, Tom Chao Zhou, Zenglin Xu https://www.aclweb.org/anthology/P19-1006.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-subword, task-seqlab, task-lm, task-condlm 1 Learning to Discover, Ground and Use Words with Segmental Neural Language Models Kazuya Kawakami, Chris Dyer, Phil Blunsom https://www.aclweb.org/anthology/P19-1645.pdf
2019 ACL # optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-beam, task-seqlab, task-lm, task-condlm, task-seq2seq, task-relation 0 Generating Responses with a Specific Emotion in Dialog Zhenqiao Song, Xiaoqing Zheng, Lu Liu, Mu Xu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1359.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, nondif-reinforce, task-extractive, task-lm, task-condlm, task-seq2seq, task-lexicon 2 Sentence Mover’s Similarity: Automatic Evaluation for Multi-Sentence Texts Elizabeth Clark, Asli Celikyilmaz, Noah A. Smith https://www.aclweb.org/anthology/P19-1264.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq 2 Exact Hard Monotonic Attention for Character-Level Transduction Shijie Wu, Ryan Cotterell https://www.aclweb.org/anthology/P19-1148.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, comb-ensemble, pre-glove, latent-topic, task-condlm 1 Categorizing and Inferring the Relationship between the Text and Image of Twitter Posts Alakananda Vempala, Daniel Preoţiuc-Pietro https://www.aclweb.org/anthology/P19-1272.pdf
2019 ACL # optim-adam, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, comb-ensemble, search-beam, task-condlm, task-seq2seq 1 Negative Lexically Constrained Decoding for Paraphrase Generation Tomoyuki Kajiwara https://www.aclweb.org/anthology/P19-1607.pdf
2019 ACL # optim-adam, optim-projection, train-mll, arch-lstm, arch-att, arch-coverage, search-beam, pre-word2vec, pre-bert, nondif-reinforce, latent-vae, task-seqlab, task-condlm, task-seq2seq, task-relation, task-tree, task-graph 0 Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning Tahira Naseem, Abhishek Shah, Hui Wan, Radu Florian, Salim Roukos, Miguel Ballesteros https://www.aclweb.org/anthology/P19-1451.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-worddropout, reg-stopping, train-mtl, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm, task-condlm 1 Neural Legal Judgment Prediction in English Ilias Chalkidis, Ion Androutsopoulos, Nikolaos Aletras https://www.aclweb.org/anthology/P19-1424.pdf
2019 ACL # optim-amsgrad, init-glorot, reg-dropout, reg-labelsmooth, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, arch-bilinear, search-beam, task-lm, task-condlm, task-seq2seq 0 Ordinal and Attribute Aware Response Generation in a Multimodal Dialogue System Hardik Chauhan, Mauajama Firdaus, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1540.pdf
2019 ACL # optim-adam, init-glorot, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, search-greedy, nondif-reinforce, task-lm, task-condlm, task-seq2seq, task-alignment 0 Towards Comprehensive Description Generation from Factual Attribute-value Tables Tianyu Liu, Fuli Luo, Pengcheng Yang, Wei Wu, Baobao Chang, Zhifang Sui https://www.aclweb.org/anthology/P19-1600.pdf
2019 ACL # optim-adam, train-mll, train-transfer, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-subword, arch-transformer, pre-bert, task-lm, task-condlm, task-seq2seq 2 Like a Baby: Visually Situated Neural Language Acquisition Alexander Ororbia, Ankur Mali, Matthew Kelly, David Reitter https://www.aclweb.org/anthology/P19-1506.pdf
2019 ACL # optim-adam, pool-max, arch-lstm, arch-att, arch-memo, pre-glove, task-textpair, task-condlm 10 Dialogue Natural Language Inference Sean Welleck, Jason Weston, Arthur Szlam, Kyunghyun Cho https://www.aclweb.org/anthology/P19-1363.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, pre-glove, task-condlm 0 What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues Yu Qin, Yi Yang https://www.aclweb.org/anthology/P19-1038.pdf
2019 ACL # optim-adam, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-elmo, loss-margin, task-lm, task-condlm, task-seq2seq 0 Multi-grained Attention with Object-level Grounding for Visual Question Answering Pingping Huang, Jianhui Huang, Yuqing Guo, Min Qiao, Yong Zhu https://www.aclweb.org/anthology/P19-1349.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, activ-relu, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, pre-glove, task-textclass, task-condlm 1 Multi-Modal Sarcasm Detection in Twitter with Hierarchical Fusion Model Yitao Cai, Huiyu Cai, Xiaojun Wan https://www.aclweb.org/anthology/P19-1239.pdf
2019 ACL # optim-adam, optim-projection, reg-stopping, train-mtl, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-transformer, search-beam, task-condlm, task-seq2seq 4 Distilling Translations with Visual Awareness Julia Ive, Pranava Madhyastha, Lucia Specia https://www.aclweb.org/anthology/P19-1653.pdf
2019 ACL # optim-adam, arch-rnn, arch-att, pre-word2vec, pre-bert, task-condlm, task-tree 17 A Corpus for Reasoning about Natural Language Grounded in Photographs Alane Suhr, Stephanie Zhou, Ally Zhang, Iris Zhang, Huajun Bai, Yoav Artzi https://www.aclweb.org/anthology/P19-1644.pdf
2019 ACL # optim-sgd, arch-lstm, arch-cnn, arch-att, search-viterbi, pre-word2vec, task-textpair, task-condlm 2 Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video Zhenfang Chen, Lin Ma, Wenhan Luo, Kwan-Yee Kenneth Wong https://www.aclweb.org/anthology/P19-1183.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-att, nondif-reinforce, task-lm, task-condlm, task-seq2seq 0 Show, Describe and Conclude: On Exploiting the Structure Information of Chest X-ray Reports Baoyu Jing, Zeya Wang, Eric Xing https://www.aclweb.org/anthology/P19-1657.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-topic, task-condlm, task-seq2seq 2 Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards Hou Pong Chan, Wang Chen, Lu Wang, Irwin King https://www.aclweb.org/anthology/P19-1208.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, adv-examp, latent-vae, task-lm, task-condlm, task-seq2seq 0 Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation Shuming Ma, Pengcheng Yang, Tianyu Liu, Peng Li, Jie Zhou, Xu Sun https://www.aclweb.org/anthology/P19-1197.pdf
2019 ACL # train-mtl, arch-lstm, arch-cnn, arch-att, task-condlm, task-seq2seq 0 Learning to Relate from Captions and Bounding Boxes Sarthak Garg, Joel Ruben Antony Moniz, Anshu Aviral, Priyatham Bollimpalli https://www.aclweb.org/anthology/P19-1660.pdf
2019 ACL # arch-rnn, arch-att, pre-word2vec, pre-fasttext, pre-glove, task-textclass, task-lm, task-condlm, task-seq2seq 3 VIFIDEL: Evaluating the Visual Fidelity of Image Descriptions Pranava Madhyastha, Josiah Wang, Lucia Specia https://www.aclweb.org/anthology/P19-1654.pdf
2019 ACL # optim-adam, train-augment, arch-lstm, arch-cnn, arch-att, comb-ensemble, search-greedy, search-beam, pre-glove, task-condlm, task-seq2seq, task-tree 2 Are You Looking? Grounding to Multiple Modalities in Vision-and-Language Navigation Ronghang Hu, Daniel Fried, Anna Rohrbach, Dan Klein, Trevor Darrell, Kate Saenko https://www.aclweb.org/anthology/P19-1655.pdf
2019 ACL # arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-copy, arch-bilinear, arch-coverage, search-beam, task-lm, task-condlm, task-seq2seq 2 PaperRobot: Incremental Draft Generation of Scientific Ideas Qingyun Wang, Lifu Huang, Zhiying Jiang, Kevin Knight, Heng Ji, Mohit Bansal, Yi Luan https://www.aclweb.org/anthology/P19-1191.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-transformer, task-condlm, task-seq2seq 0 Expressing Visual Relationships via Language Hao Tan, Franck Dernoncourt, Zhe Lin, Trung Bui, Mohit Bansal https://www.aclweb.org/anthology/P19-1182.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, pool-max, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, task-condlm, task-seq2seq 6 Attention Guided Graph Convolutional Networks for Relation Extraction Zhijiang Guo, Yan Zhang, Wei Lu https://www.aclweb.org/anthology/P19-1024.pdf
2019 ACL # arch-lstm, arch-bilstm, arch-att, arch-selfatt, struct-crf, nondif-reinforce, task-seqlab, task-condlm 0 A Prism Module for Semantic Disentanglement in Name Entity Recognition Kun Liu, Shen Li, Daqi Zheng, Zhengdong Lu, Sheng Gao, Si Li https://www.aclweb.org/anthology/P19-1532.pdf
2019 EMNLP # optim-adam, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-textpair, task-condlm, task-seq2seq 0 YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension Weiying Wang, Yongcheng Wang, Shizhe Chen, Qin Jin https://www.aclweb.org/anthology/D19-1517.pdf
2019 EMNLP # optim-adam, train-mll, arch-att, arch-coverage, pre-bert, task-lm, task-condlm, task-seq2seq 0 VizSeq: a visual analysis toolkit for text generation tasks Changhan Wang, Anirudh Jain, Danlu Chen, Jiatao Gu https://www.aclweb.org/anthology/D19-3043.pdf
2019 EMNLP # optim-adam, optim-projection, arch-lstm, arch-att, arch-selfatt, comb-ensemble, pre-glove, task-condlm 5 Dual Attention Networks for Visual Reference Resolution in Visual Dialog Gi-Cheon Kang, Jaeseo Lim, Byoung-Tak Zhang https://www.aclweb.org/anthology/D19-1209.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-att, arch-gating, adv-train, task-lm, task-condlm, task-seq2seq 0 Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation Cristina Garbacea, Samuel Carton, Shiyan Yan, Qiaozhu Mei https://www.aclweb.org/anthology/D19-1409.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-lstm, arch-att, pre-fasttext, pre-bert, loss-margin, loss-triplet, task-lm, task-condlm, task-seq2seq 0 Multi-Head Attention with Diversity for Learning Grounded Multilingual Multimodal Representations Po-Yao Huang, Xiaojun Chang, Alexander Hauptmann https://www.aclweb.org/anthology/D19-1154.pdf
2019 EMNLP # optim-sgd, optim-projection, reg-dropout, norm-layer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, adv-train, latent-vae, task-condlm, task-seq2seq 0 Semi-supervised Text Style Transfer: Cross Projection in Latent Space Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi, Rui Yan https://www.aclweb.org/anthology/D19-1499.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-viterbi, pre-glove, pre-elmo, struct-crf, task-seqlab, task-condlm 0 Phrase Grounding by Soft-Label Chain Conditional Random Field Jiacheng Liu, Julia Hockenmaier https://www.aclweb.org/anthology/D19-1515.pdf
2019 EMNLP # arch-lstm, arch-gru, arch-transformer, task-seqlab, task-condlm, task-seq2seq 2 Neural data-to-text generation: A comparison between pipeline and end-to-end architectures Thiago Castro Ferreira, Chris van der Lee, Emiel van Miltenburg, Emiel Krahmer https://www.aclweb.org/anthology/D19-1052.pdf
2019 EMNLP # optim-adam, train-transfer, arch-att, arch-transformer, search-beam, pre-word2vec, task-lm, task-condlm, task-seq2seq 2 Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering Soravit Changpinyo, Bo Pang, Piyush Sharma, Radu Soricut https://www.aclweb.org/anthology/D19-1155.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, adv-train, loss-triplet, task-condlm, task-seq2seq 0 Image Captioning with Very Scarce Supervised Data: Adversarial Semi-Supervised Learning Approach Dong-Jin Kim, Jinsoo Choi, Tae-Hyun Oh, In So Kweon https://www.aclweb.org/anthology/D19-1208.pdf
2019 EMNLP # optim-projection, arch-gru, arch-att, task-condlm, task-seq2seq 0 REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning Ming Jiang, Junjie Hu, Qiuyuan Huang, Lei Zhang, Jana Diesner, Jianfeng Gao https://www.aclweb.org/anthology/D19-1156.pdf
2019 EMNLP # arch-rnn, arch-att, arch-subword, arch-transformer, search-greedy, search-beam, task-lm, task-condlm, task-seq2seq 1 Speculative Beam Search for Simultaneous Translation Renjie Zheng, Mingbo Ma, Baigong Zheng, Liang Huang https://www.aclweb.org/anthology/D19-1144.pdf
2019 EMNLP # optim-adam, train-transfer, train-active, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-condlm, task-seq2seq 14 Learning to Speak and Act in a Fantasy Text Adventure Game Jack Urbanek, Angela Fan, Siddharth Karamcheti, Saachi Jain, Samuel Humeau, Emily Dinan, Tim Rocktäschel, Douwe Kiela, Arthur Szlam, Jason Weston https://www.aclweb.org/anthology/D19-1062.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-glove, struct-crf, loss-cca, task-seqlab, task-condlm, task-seq2seq, task-relation 0 Partners in Crime: Multi-view Sequential Inference for Movie Understanding Nikos Papasarantopoulos, Lea Frermann, Mirella Lapata, Shay B. Cohen https://www.aclweb.org/anthology/D19-1212.pdf
2019 EMNLP # train-augment, arch-lstm, arch-att, task-lm, task-condlm 0 Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation Arijit Ray, Karan Sikka, Ajay Divakaran, Stefan Lee, Giedrius Burachas https://www.aclweb.org/anthology/D19-1596.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-condlm, task-seq2seq 0 What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues Xintong Yu, Hongming Zhang, Yangqiu Song, Yan Song, Changshui Zhang https://www.aclweb.org/anthology/D19-1516.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, search-beam, nondif-reinforce, task-lm, task-condlm 1 Improving Generative Visual Dialog by Answering Diverse Questions Vishvak Murahari, Prithvijit Chattopadhyay, Dhruv Batra, Devi Parikh, Abhishek Das https://www.aclweb.org/anthology/D19-1152.pdf
2019 EMNLP # optim-adagrad, arch-lstm, arch-bilstm, arch-att, arch-coverage, task-extractive, task-condlm, task-seq2seq 0 Attention Optimization for Abstractive Document Summarization Min Gui, Junfeng Tian, Rui Wang, Zhenglu Yang https://www.aclweb.org/anthology/D19-1117.pdf
2019 EMNLP # optim-adam, init-glorot, arch-rnn, arch-gru, arch-att, pre-word2vec, pre-elmo, task-condlm 2 Integrating Text and Image: Determining Multimodal Document Intent in Instagram Posts Julia Kruk, Jonah Lubin, Karan Sikka, Xiao Lin, Dan Jurafsky, Ajay Divakaran https://www.aclweb.org/anthology/D19-1469.pdf
2019 EMNLP # optim-adam, init-glorot, arch-lstm, arch-att, task-condlm, task-seq2seq, task-tree 0 RUN through the Streets: A New Dataset and Baseline Models for Realistic Urban Navigation Tzuf Paz-Argaman, Reut Tsarfaty https://www.aclweb.org/anthology/D19-1681.pdf
2019 EMNLP # optim-adam, optim-adagrad, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, search-beam, pre-glove, pre-paravec, adv-train, latent-topic, task-textpair, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information Byungkook Oh, Seungmin Seo, Cheolheon Shin, Eunju Jo, Kyong-Ho Lee https://www.aclweb.org/anthology/D19-1232.pdf
2019 EMNLP # train-parallel, comb-ensemble, pre-word2vec, pre-glove, pre-bert, task-condlm 0 Grounding learning of modifier dynamics: An application to color naming Xudong Han, Philip Schulz, Trevor Cohn https://www.aclweb.org/anthology/D19-1158.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, task-condlm, task-seq2seq 0 Compositional Generalization for Primitive Substitutions Yuanpeng Li, Liang Zhao, Jianyu Wang, Joel Hestness https://www.aclweb.org/anthology/D19-1438.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, search-greedy, task-extractive, task-condlm, task-seq2seq 1 An Entity-Driven Framework for Abstractive Summarization Eva Sharma, Luyang Huang, Zhe Hu, Lu Wang https://www.aclweb.org/anthology/D19-1323.pdf
2019 EMNLP # optim-adam, reg-decay, pool-max, arch-gcnn, arch-cnn, arch-att, pre-glove, task-textclass, task-condlm, task-seq2seq 0 Hierarchical Text Classification with Reinforced Label Assignment Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren https://www.aclweb.org/anthology/D19-1042.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-subword, nondif-reinforce, latent-vae, task-extractive, task-condlm, task-seq2seq 0 Select and Attend: Towards Controllable Content Selection in Text Generation Xiaoyu Shen, Jun Suzuki, Kentaro Inui, Hui Su, Dietrich Klakow, Satoshi Sekine https://www.aclweb.org/anthology/D19-1054.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, arch-memo, arch-coverage, arch-transformer, task-lm, task-condlm, task-seq2seq 0 Generating Classical Chinese Poems from Vernacular Chinese Zhichao Yang, Pengshan Cai, Yansong Feng, Fei Li, Weijiang Feng, Elena Suet-Ying Chiu, Hong Yu https://www.aclweb.org/anthology/D19-1637.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-cnn, arch-att, arch-selfatt, task-textpair, task-condlm 0 DEBUG: A Dense Bottom-Up Grounding Approach for Natural Language Video Localization Chujie Lu, Long Chen, Chilie Tan, Xiaolin Li, Jun Xiao https://www.aclweb.org/anthology/D19-1518.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, search-beam, adv-train, task-lm, task-condlm, task-seq2seq, task-relation 0 Stick to the Facts: Learning towards a Fidelity-oriented E-Commerce Product Description Generation Zhangming Chan, Xiuying Chen, Yongliang Wang, Juntao Li, Zhiqiang Zhang, Kun Gai, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1501.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, adv-examp, adv-train, task-condlm, task-seq2seq 8 Attention is not not Explanation Sarah Wiegreffe, Yuval Pinter https://www.aclweb.org/anthology/D19-1002.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, arch-att, arch-bilinear, adv-examp, task-lm, task-condlm, task-seq2seq 0 TIGEr: Text-to-Image Grounding for Image Caption Evaluation Ming Jiang, Qiuyuan Huang, Lei Zhang, Xin Wang, Pengchuan Zhang, Zhe Gan, Jana Diesner, Jianfeng Gao https://www.aclweb.org/anthology/D19-1220.pdf
2019 EMNLP # optim-adam, optim-adadelta, optim-projection, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, search-greedy, search-beam, pre-elmo, pre-bert, nondif-reinforce, task-textpair, task-seqlab, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering Shiyue Zhang, Mohit Bansal https://www.aclweb.org/anthology/D19-1253.pdf
2019 EMNLP # train-augment, arch-transformer, adv-examp, task-textpair, task-condlm, task-seq2seq 0 Polly Want a Cracker: Analyzing Performance of Parroting on Paraphrase Generation Datasets Hong-Ren Mao, Hung-Yi Lee https://www.aclweb.org/anthology/D19-1611.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textpair, task-condlm 0 Asynchronous Deep Interaction Network for Natural Language Inference Di Liang, Fubao Zhang, Qi Zhang, Xuanjing Huang https://www.aclweb.org/anthology/D19-1271.pdf
2019 EMNLP # train-transfer, arch-gru, task-lm, task-condlm, task-seq2seq 1 Domain Adaptive Text Style Transfer Dianqi Li, Yizhe Zhang, Zhe Gan, Yu Cheng, Chris Brockett, Bill Dolan, Ming-Ting Sun https://www.aclweb.org/anthology/D19-1325.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, adv-train, task-lm, task-condlm, task-seq2seq 0 ARAML: A Stable Adversarial Training Framework for Text Generation Pei Ke, Fei Huang, Minlie Huang, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1436.pdf
2019 EMNLP # optim-adam, norm-layer, train-mll, train-augment, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-lm, task-condlm, task-seq2seq 19 LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Tan, Mohit Bansal https://www.aclweb.org/anthology/D19-1514.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, pre-glove, task-condlm, task-seq2seq, task-relation 0 Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks Chen Zhang, Qiuchi Li, Dawei Song https://www.aclweb.org/anthology/D19-1464.pdf
2019 EMNLP # optim-projection, train-transfer, arch-lstm, arch-att, arch-coverage, pre-glove, pre-bert, task-textpair, task-lm, task-condlm 0 Do Nuclear Submarines Have Nuclear Captains? A Challenge Dataset for Commonsense Reasoning over Adjectives and Objects James Mullenbach, Jonathan Gordon, Nanyun Peng, Jonathan May https://www.aclweb.org/anthology/D19-1625.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, nondif-reinforce, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Answers Unite! Unsupervised Metrics for Reinforced Summarization Models Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano https://www.aclweb.org/anthology/D19-1320.pdf
2019 EMNLP # optim-adam, reg-decay, norm-gradient, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, nondif-reinforce, task-extractive, task-spanlab, task-condlm, task-seq2seq 0 Reading Like HER: Human Reading Inspired Extractive Summarization Ling Luo, Xiang Ao, Yan Song, Feiyang Pan, Min Yang, Qing He https://www.aclweb.org/anthology/D19-1300.pdf
2019 EMNLP # optim-projection, train-mll, arch-rnn, arch-cnn, arch-att, arch-transformer, task-condlm, task-seq2seq 0 Multilingual, Multi-scale and Multi-layer Visualization of Intermediate Representations Carlos Escolano, Marta R. Costa-jussà, Elora Lacroux, Pere-Pau Vázquez https://www.aclweb.org/anthology/D19-3026.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-coverage, search-beam, task-extractive, task-condlm, task-seq2seq 0 Set to Ordered Text: Generating Discharge Instructions from Medical Billing Codes Litton J Kurisinkel, Nancy Chen https://www.aclweb.org/anthology/D19-1638.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-att, arch-coverage, arch-subword, task-condlm, task-seq2seq 0 Keeping Consistency of Sentence Generation and Document Classification with Multi-Task Learning Toru Nishino, Shotaro Misawa, Ryuji Kano, Tomoki Taniguchi, Yasuhide Miura, Tomoko Ohkuma https://www.aclweb.org/anthology/D19-1315.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, nondif-reinforce, task-spanlab, task-condlm, task-seq2seq 0 Let’s Ask Again: Refine Network for Automatic Question Generation Preksha Nema, Akash Kumar Mohankumar, Mitesh M. Khapra, Balaji Vasan Srinivasan, Balaraman Ravindran https://www.aclweb.org/anthology/D19-1326.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-fasttext, pre-glove, pre-use, task-textclass, task-textpair, task-lm, task-condlm, task-seq2seq 0 Semantic Relatedness Based Re-ranker for Text Spotting Ahmed Sabir, Francesc Moreno, Lluís Padró https://www.aclweb.org/anthology/D19-1346.pdf
2019 EMNLP # arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-bert, task-lm, task-condlm, task-seq2seq 0 Encode, Tag, Realize: High-Precision Text Editing Eric Malmi, Sebastian Krause, Sascha Rothe, Daniil Mirylenka, Aliaksei Severyn https://www.aclweb.org/anthology/D19-1510.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, task-condlm 1 Is the Red Square Big? MALeViC: Modeling Adjectives Leveraging Visual Contexts Sandro Pezzelle, Raquel Fernández https://www.aclweb.org/anthology/D19-1285.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, train-active, arch-lstm, arch-bilstm, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-condlm, task-seq2seq 2 MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance Wei Zhao, Maxime Peyrard, Fei Liu, Yang Gao, Christian M. Meyer, Steffen Eger https://www.aclweb.org/anthology/D19-1053.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, search-beam, task-lm, task-condlm, task-seq2seq 0 Guiding the Flowing of Semantics: Interpretable Video Captioning via POS Tag Xinyu Xiao, Lingfeng Wang, Bin Fan, Shinming Xiang, Chunhong Pan https://www.aclweb.org/anthology/D19-1213.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-condlm, task-seq2seq 0 Unsupervised Discovery of Multimodal Links in Multi-image, Multi-sentence Documents Jack Hessel, Lillian Lee, David Mimno https://www.aclweb.org/anthology/D19-1210.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, task-lm, task-condlm, task-seq2seq, task-alignment 0 Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator Xiaoyu Shen, Yang Zhao, Hui Su, Dietrich Klakow https://www.aclweb.org/anthology/D19-1390.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-residual, search-greedy, search-beam, latent-vae, task-textclass, task-condlm, task-seq2seq 0 Exploring Diverse Expressions for Paraphrase Generation Lihua Qian, Lin Qiu, Weinan Zhang, Xin Jiang, Yong Yu https://www.aclweb.org/anthology/D19-1313.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-transformer, task-lm, task-condlm, task-seq2seq 1 Neural Naturalist: Generating Fine-Grained Image Comparisons Maxwell Forbes, Christine Kaeser-Chen, Piyush Sharma, Serge Belongie https://www.aclweb.org/anthology/D19-1065.pdf
2019 EMNLP # pre-glove, pre-bert, task-extractive, task-lm, task-condlm, task-seq2seq, task-tree 1 Counterfactual Story Reasoning and Generation Lianhui Qin, Antoine Bosselut, Ari Holtzman, Chandra Bhagavatula, Elizabeth Clark, Yejin Choi https://www.aclweb.org/anthology/D19-1509.pdf
2019 EMNLP # optim-projection, arch-lstm, arch-cnn, task-lm, task-condlm 0 Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation Mingyang Zhou, Josh Arnold, Zhou Yu https://www.aclweb.org/anthology/D19-1014.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, comb-ensemble, search-beam, nondif-reinforce, task-lm, task-condlm, task-seq2seq 2 Countering Language Drift via Visual Grounding Jason Lee, Kyunghyun Cho, Douwe Kiela https://www.aclweb.org/anthology/D19-1447.pdf
2019 EMNLP # optim-adam, arch-att, arch-transformer, comb-ensemble, pre-bert, task-lm, task-condlm, task-cloze, task-tree 11 Fusion of Detected Objects in Text for Visual Question Answering Chris Alberti, Jeffrey Ling, Michael Collins, David Reitter https://www.aclweb.org/anthology/D19-1219.pdf
2019 EMNLP # optim-projection, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, task-textclass, task-extractive, task-lm, task-condlm, task-seq2seq 0 From the Token to the Review: A Hierarchical Multimodal approach to Opinion Mining Alexandre Garcia, Pierre Colombo, Florence d’Alché-Buc, Slim Essid, Chloé Clavel https://www.aclweb.org/anthology/D19-1556.pdf
2019 EMNLP # train-mll, arch-lstm, arch-bilstm, arch-transformer, pre-fasttext, pre-bert, adv-examp, task-textpair, task-condlm, task-seq2seq 1 PAWS-X: A Cross-lingual Adversarial Dataset for Paraphrase Identification Yinfei Yang, Yuan Zhang, Chris Tar, Jason Baldridge https://www.aclweb.org/anthology/D19-1382.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-energy, search-sampling, pre-glove, struct-crf, task-textpair, task-lm, task-condlm, task-seq2seq 0 Autoregressive Text Generation Beyond Feedback Loops Florian Schmidt, Stephan Mandt, Thomas Hofmann https://www.aclweb.org/anthology/D19-1338.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Mixture Content Selection for Diverse Sequence Generation Jaemin Cho, Minjoon Seo, Hannaneh Hajishirzi https://www.aclweb.org/anthology/D19-1308.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-adadelta, reg-decay, arch-lstm, arch-recnn, arch-treelstm, arch-att, arch-coverage, search-beam, pre-glove, struct-cfg, nondif-reinforce, latent-vae, task-textpair, task-lm, task-condlm 5 Cooperative Learning of Disjoint Syntax and Semantics Serhii Havrylov, Germán Kruszewski, Armand Joulin https://www.aclweb.org/anthology/N19-1115.pdf
2019 NAA-CL # optim-adam, reg-stopping, train-augment, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-glove, pre-elmo, task-textpair, task-lm, task-condlm, task-seq2seq, task-tree 1 Improved Lexically Constrained Decoding for Translation and Monolingual Rewriting J. Edward Hu, Huda Khayrallah, Ryan Culkin, Patrick Xia, Tongfei Chen, Matt Post, Benjamin Van Durme https://www.aclweb.org/anthology/N19-1090.pdf
2019 NAA-CL # optim-sgd, optim-adam, train-mll, arch-att, arch-subword, pre-word2vec, task-condlm, task-seq2seq, task-lexicon 1 Cross-lingual Visual Verb Sense Disambiguation Spandana Gella, Desmond Elliott, Frank Keller https://www.aclweb.org/anthology/N19-1200.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-glove, task-textclass, task-textpair, task-condlm, task-seq2seq 59 Attention is not Explanation Sarthak Jain, Byron C. Wallace https://www.aclweb.org/anthology/N19-1357.pdf
2019 NAA-CL # arch-gru, task-condlm 2 VQD: Visual Query Detection In Natural Scenes Manoj Acharya, Karan Jariwala, Christopher Kanan https://www.aclweb.org/anthology/N19-1194.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-copy, search-beam, task-condlm, task-seq2seq, task-tree 0 Context Dependent Semantic Parsing over Temporally Structured Data Charles Chen, Razvan Bunescu https://www.aclweb.org/anthology/N19-1360.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, arch-att, search-beam, adv-train, latent-vae, task-condlm, task-seq2seq 5 Answer-based Adversarial Training for Generating Clarification Questions Sudha Rao, Hal Daumé III https://www.aclweb.org/anthology/N19-1013.pdf
2019 NAA-CL # norm-batch, arch-rnn, arch-lstm, arch-cnn, arch-att, adv-train, task-lm, task-condlm, task-seq2seq 5 Evaluating Text GANs as Language Models Guy Tevet, Gavriel Habib, Vered Shwartz, Jonathan Berant https://www.aclweb.org/anthology/N19-1233.pdf
2019 NAA-CL # reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, pre-bert, adv-examp, adv-train, task-textclass, task-condlm, task-seq2seq 3 Adversarial Training for Weakly Supervised Event Detection Xiaozhi Wang, Xu Han, Zhiyuan Liu, Maosong Sun, Peng Li https://www.aclweb.org/anthology/N19-1105.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-fasttext, loss-svd, task-condlm 2 AudioCaps: Generating Captions for Audios in The Wild Chris Dongjoo Kim, Byeongchang Kim, Hyunmin Lee, Gunhee Kim https://www.aclweb.org/anthology/N19-1011.pdf
2019 NAA-CL # arch-rnn, arch-att, search-beam, adv-train, task-lm, task-condlm, task-seq2seq 14 Unifying Human and Statistical Evaluation for Natural Language Generation Tatsunori Hashimoto, Hugh Zhang, Percy Liang https://www.aclweb.org/anthology/N19-1169.pdf
2019 NAA-CL # reg-stopping, norm-gradient, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, nondif-reinforce, task-textpair, task-lm, task-condlm, task-seq2seq 0 Courteously Yours: Inducing courteous behavior in Customer Care responses using Reinforced Pointer Generator Network Hitesh Golchha, Mauajama Firdaus, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1091.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, reg-stopping, norm-gradient, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-fasttext, pre-elmo, struct-crf, adv-examp, adv-train, task-textclass, task-lm, task-condlm 3 Text Processing Like Humans Do: Visually Attacking and Shielding NLP Systems Steffen Eger, Gözde Gül Şahin, Andreas Rücklé, Ji-Ung Lee, Claudia Schulz, Mohsen Mesgar, Krishnkant Swarnkar, Edwin Simpson, Iryna Gurevych https://www.aclweb.org/anthology/N19-1165.pdf
2019 NAA-CL # optim-adagrad, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, arch-transformer, search-beam, task-condlm, task-seq2seq 2 Learning to Stop in Structured Prediction for Neural Machine Translation Mingbo Ma, Renjie Zheng, Liang Huang https://www.aclweb.org/anthology/N19-1187.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-selfatt, search-greedy, nondif-gumbelsoftmax, adv-train, task-lm, task-condlm, task-seq2seq 2 Latent Code and Text-based Generative Adversarial Networks for Soft-text Generation Md. Akmal Haidar, Mehdi Rezagholizadeh, Alan Do Omri, Ahmad Rashid https://www.aclweb.org/anthology/N19-1234.pdf
2019 NAA-CL # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-transformer, search-beam, pre-glove, pre-elmo, pre-bert, struct-crf, adv-examp, task-textpair, task-lm, task-condlm, task-seq2seq, task-alignment 9 PAWS: Paraphrase Adversaries from Word Scrambling Yuan Zhang, Jason Baldridge, Luheng He https://www.aclweb.org/anthology/N19-1131.pdf
2019 NAA-CL # optim-adam, reg-dropout, norm-gradient, train-mll, train-augment, arch-rnn, arch-lstm, arch-att, arch-energy, task-condlm, task-seq2seq, task-relation 7 A Simple Joint Model for Improved Contextual Neural Lemmatization Chaitanya Malaviya, Shijie Wu, Ryan Cotterell https://www.aclweb.org/anthology/N19-1155.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, task-lm, task-condlm, task-seq2seq 10 Probing the Need for Visual Context in Multimodal Machine Translation Ozan Caglayan, Pranava Madhyastha, Lucia Specia, Loïc Barrault https://www.aclweb.org/anthology/N19-1422.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-att, arch-energy, search-beam, struct-crf, struct-cfg, loss-nce, task-condlm, task-seq2seq, task-relation 0 An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search Kartik Goyal, Chris Dyer, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/N19-1171.pdf
2019 NAA-CL # optim-adam, norm-batch, arch-lstm, arch-att, arch-bilinear, adv-feat, adv-train, task-condlm, task-seq2seq 0 The World in My Mind: Visual Dialog with Adversarial Multi-modal Feature Encoding Yiqun Yao, Jiaming Xu, Bo Xu https://www.aclweb.org/anthology/N19-1266.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-worddropout, norm-layer, arch-rnn, arch-lstm, arch-att, pre-glove, nondif-reinforce, latent-vae, task-lm, task-condlm, task-seq2seq, task-tree 4 SEQˆ3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression Christos Baziotis, Ion Androutsopoulos, Ioannis Konstas, Alexandros Potamianos https://www.aclweb.org/anthology/N19-1071.pdf