Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-copy, arch-coverage, latent-vae, loss-nce, task-seq2seq, task-tree, task-graph 0 Discourse Representation Parsing for Sentences and Documents Jiangming Liu, Shay B. Cohen, Mirella Lapata https://www.aclweb.org/anthology/P19-1629.pdf
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, arch-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-lm 2 Target-Guided Open-Domain Conversation Jianheng Tang, Tiancheng Zhao, Chenyan Xiong, Xiaodan Liang, Eric Xing, Zhiting Hu https://www.aclweb.org/anthology/P19-1565.pdf
2019 ACL # optim-adam, reg-dropout, adv-train, latent-vae, latent-topic 0 Topic Modeling with Wasserstein Autoencoders Feng Nan, Ran Ding, Ramesh Nallapati, Bing Xiang https://www.aclweb.org/anthology/P19-1640.pdf
2019 ACL # arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, latent-vae, task-seq2seq 3 Imitation Learning for Non-Autoregressive Neural Machine Translation Bingzhen Wei, Mingxuan Wang, Hao Zhou, Junyang Lin, Xu Sun https://www.aclweb.org/anthology/P19-1125.pdf
2019 ACL # optim-adam, optim-projection, norm-gradient, train-mll, train-transfer, activ-relu, pool-max, arch-rnn, arch-lstm, arch-subword, comb-ensemble, pre-fasttext, pre-skipthought, latent-vae, task-textpair, task-lm, task-seq2seq, task-cloze 0 Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning Shuai Tang, Virginia R. de Sa https://www.aclweb.org/anthology/P19-1397.pdf
2019 ACL # optim-adam, optim-projection, arch-lstm, arch-att, arch-residual, arch-coverage, latent-vae, loss-nce, task-lm, task-seq2seq, task-lexicon 1 Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear B Jiaming Luo, Yuan Cao, Regina Barzilay https://www.aclweb.org/anthology/P19-1303.pdf
2019 ACL # pre-glove, latent-vae 8 Towards Understanding Linear Word Analogies Kawin Ethayarajh, David Duvenaud, Graeme Hirst https://www.aclweb.org/anthology/P19-1315.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, reg-stopping, train-parallel, arch-rnn, arch-gru, arch-memo, pre-glove, pre-bert, latent-vae, task-lm 3 The Referential Reader: A Recurrent Entity Network for Anaphora Resolution Fei Liu, Luke Zettlemoyer, Jacob Eisenstein https://www.aclweb.org/anthology/P19-1593.pdf
2019 ACL # train-mll, pool-max, arch-lstm, arch-att, arch-memo, nondif-reinforce, adv-train, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze, task-context 1 Self-Supervised Dialogue Learning Jiawei Wu, Xin Wang, William Yang Wang https://www.aclweb.org/anthology/P19-1375.pdf
2019 ACL # optim-sgd, reg-dropout, norm-gradient, arch-rnn, arch-lstm, arch-att, search-beam, pre-elmo, latent-vae, task-extractive, task-lm, task-seq2seq 1 Simple Unsupervised Summarization by Contextual Matching Jiawei Zhou, Alexander Rush https://www.aclweb.org/anthology/P19-1503.pdf
2019 ACL # reg-labelsmooth, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, latent-vae, task-seq2seq 4 Syntactically Supervised Transformers for Faster Neural Machine Translation Nader Akoury, Kalpesh Krishna, Mohit Iyyer https://www.aclweb.org/anthology/P19-1122.pdf
2019 ACL # train-mll, struct-crf, latent-vae, task-seqlab, task-tree 3 Quantity Tagger: A Latent-Variable Sequence Labeling Approach to Solving Addition-Subtraction Word Problems Yanyan Zou, Wei Lu https://www.aclweb.org/anthology/P19-1517.pdf
2019 ACL # optim-adadelta, arch-rnn, arch-gru, arch-att, arch-memo, arch-copy, search-beam, latent-vae, task-lm, task-seq2seq 0 Neural Response Generation with Meta-words Can Xu, Wei Wu, Chongyang Tao, Huang Hu, Matt Schuerman, Ying Wang https://www.aclweb.org/anthology/P19-1538.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-fasttext, pre-glove, latent-vae, task-relation 1 An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis Ruidan He, Wee Sun Lee, Hwee Tou Ng, Daniel Dahlmeier https://www.aclweb.org/anthology/P19-1048.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, search-viterbi, nondif-straightthrough, nondif-reinforce, latent-vae, task-textclass, task-textpair, task-lm 3 Interpretable Neural Predictions with Differentiable Binary Variables Joost Bastings, Wilker Aziz, Ivan Titov https://www.aclweb.org/anthology/P19-1284.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-projection, arch-coverage, pre-word2vec, pre-glove, pre-bert, latent-vae, latent-topic, loss-cca, loss-svd, task-textclass 0 Word2Sense: Sparse Interpretable Word Embeddings Abhishek Panigrahi, Harsha Vardhan Simhadri, Chiranjib Bhattacharyya https://www.aclweb.org/anthology/P19-1570.pdf
2019 ACL # optim-adam, arch-lstm, pre-bert, latent-vae, task-textpair, task-spanlab, task-lm, task-tree 5 Latent Retrieval for Weakly Supervised Open Domain Question Answering Kenton Lee, Ming-Wei Chang, Kristina Toutanova https://www.aclweb.org/anthology/P19-1612.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, optim-adagrad, reg-dropout, train-augment, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, search-beam, pre-glove, pre-bert, adv-examp, latent-vae, task-spanlab, task-seq2seq 3 Learning to Ask Unanswerable Questions for Machine Reading Comprehension Haichao Zhu, Li Dong, Furu Wei, Wenhui Wang, Bing Qin, Ting Liu https://www.aclweb.org/anthology/P19-1415.pdf
2019 ACL # train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, pre-word2vec, adv-train, latent-vae 2 Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu, Jie Zhou https://www.aclweb.org/anthology/P19-1192.pdf
2019 ACL # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, search-viterbi, struct-crf, latent-vae, loss-nce, task-relation, task-tree 1 Enhancing Unsupervised Generative Dependency Parser with Contextual Information Wenjuan Han, Yong Jiang, Kewei Tu https://www.aclweb.org/anthology/P19-1526.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq 2 Improving Abstractive Document Summarization with Salient Information Modeling Yongjian You, Weijia Jia, Tianyi Liu, Wenmian Yang https://www.aclweb.org/anthology/P19-1205.pdf
2019 ACL # optim-adam, optim-projection, pre-glove, latent-vae 3 Understanding Undesirable Word Embedding Associations Kawin Ethayarajh, David Duvenaud, Graeme Hirst https://www.aclweb.org/anthology/P19-1166.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, pool-max, arch-lstm, arch-att, arch-coverage, pre-fasttext, pre-skipthought, latent-vae, loss-svd, task-textclass, task-textpair, task-lm, task-seq2seq 1 Learning Compressed Sentence Representations for On-Device Text Processing Dinghan Shen, Pengyu Cheng, Dhanasekar Sundararaman, Xinyuan Zhang, Qian Yang, Meng Tang, Asli Celikyilmaz, Lawrence Carin https://www.aclweb.org/anthology/P19-1011.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-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-transformer, search-viterbi, pre-skipthought, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq 2 Extracting Symptoms and their Status from Clinical Conversations Nan Du, Kai Chen, Anjuli Kannan, Linh Tran, Yuhui Chen, Izhak Shafran https://www.aclweb.org/anthology/P19-1087.pdf
2019 ACL # optim-projection, train-mll, arch-subword, pre-fasttext, latent-vae, loss-svd, task-textclass, task-lm, task-seq2seq, task-lexicon 0 Multilingual Factor Analysis Francisco Vargas, Kamen Brestnichki, Alex Papadopoulos Korfiatis, Nils Hammerla https://www.aclweb.org/anthology/P19-1170.pdf
2019 ACL # optim-adam, reg-dropout, train-active, arch-att, arch-memo, arch-transformer, pre-word2vec, pre-fasttext, latent-vae, loss-nce, task-seq2seq 1 Improving Neural Conversational Models with Entropy-Based Data Filtering Richárd Csáky, Patrik Purgai, Gábor Recski https://www.aclweb.org/anthology/P19-1567.pdf
2019 ACL # train-mtl, arch-att, pre-glove, latent-vae, task-textpair 0 Evidence-based Trustworthiness Yi Zhang, Zachary Ives, Dan Roth https://www.aclweb.org/anthology/P19-1040.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-gating, arch-memo, arch-coverage, pre-word2vec, adv-train, latent-vae, task-seq2seq 0 Enhancing Topic-to-Essay Generation with External Commonsense Knowledge Pengcheng Yang, Lei Li, Fuli Luo, Tianyu Liu, Xu Sun https://www.aclweb.org/anthology/P19-1193.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, search-beam, latent-vae, task-textclass, task-lm, task-seq2seq 2 Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking Masaru Isonuma, Junichiro Mori, Ichiro Sakata https://www.aclweb.org/anthology/P19-1206.pdf
2019 ACL # optim-adam, arch-lstm, arch-att, arch-coverage, comb-ensemble, latent-vae, task-relation 0 Data Programming for Learning Discourse Structure Sonia Badene, Kate Thompson, Jean-Pierre Lorré, Nicholas Asher https://www.aclweb.org/anthology/P19-1061.pdf
2019 ACL # train-mtl, train-transfer, arch-lstm, arch-att, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq, task-cloze 6 Pretraining Methods for Dialog Context Representation Learning Shikib Mehri, Evgeniia Razumovskaia, Tiancheng Zhao, Maxine Eskenazi https://www.aclweb.org/anthology/P19-1373.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, reg-dropout, reg-worddropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, struct-cfg, adv-train, latent-vae, task-lm, task-seq2seq 0 Generating Sentences from Disentangled Syntactic and Semantic Spaces Yu Bao, Hao Zhou, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, Xin-yu Dai, Jiajun Chen https://www.aclweb.org/anthology/P19-1602.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, comb-ensemble, pre-glove, latent-vae 3 Graph Neural Networks with Generated Parameters for Relation Extraction Hao Zhu, Yankai Lin, Zhiyuan Liu, Jie Fu, Tat-Seng Chua, Maosong Sun https://www.aclweb.org/anthology/P19-1128.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, pre-word2vec, pre-elmo, pre-bert, struct-hmm, latent-vae, task-extractive, task-lm, task-seq2seq, task-cloze 0 HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang, Furu Wei, Ming Zhou https://www.aclweb.org/anthology/P19-1499.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, nondif-reinforce, latent-vae, task-seq2seq 3 Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation Chenze Shao, Yang Feng, Jinchao Zhang, Fandong Meng, Xilin Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1288.pdf
2019 ACL # optim-adam, reg-stopping, norm-gradient, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-copy, search-beam, latent-vae, latent-topic, task-textclass, task-seq2seq 3 Topic-Aware Neural Keyphrase Generation for Social Media Language Yue Wang, Jing Li, Hou Pong Chan, Irwin King, Michael R. Lyu, Shuming Shi https://www.aclweb.org/anthology/P19-1240.pdf
2019 ACL # optim-sgd, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-att, arch-coverage, latent-vae, task-lm, task-seq2seq, task-tree 0 Syntax-Infused Variational Autoencoder for Text Generation Xinyuan Zhang, Yi Yang, Siyang Yuan, Dinghan Shen, Lawrence Carin https://www.aclweb.org/anthology/P19-1199.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-lm 0 Better Exploiting Latent Variables in Text Modeling Canasai Kruengkrai https://www.aclweb.org/anthology/P19-1553.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-cnn, arch-att, latent-vae, task-lm, task-seq2seq, task-tree 0 Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models Dinghan Shen, Asli Celikyilmaz, Yizhe Zhang, Liqun Chen, Xin Wang, Jianfeng Gao, Lawrence Carin https://www.aclweb.org/anthology/P19-1200.pdf
2019 ACL # optim-adam, reg-stopping, norm-layer, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, arch-copy, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-tree 4 Decomposable Neural Paraphrase Generation Zichao Li, Xin Jiang, Lifeng Shang, Qun Liu https://www.aclweb.org/anthology/P19-1332.pdf
2019 ACL # optim-adam, latent-vae, latent-topic, loss-nce, task-relation 1 Unsupervised Discovery of Gendered Language through Latent-Variable Modeling Alexander Miserlis Hoyle, Lawrence Wolf-Sonkin, Hanna Wallach, Isabelle Augenstein, Ryan Cotterell https://www.aclweb.org/anthology/P19-1167.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-gru, arch-bigru, arch-att, pre-word2vec, latent-vae, task-seq2seq 1 Modeling Semantic Relationship in Multi-turn Conversations with Hierarchical Latent Variables Lei Shen, Yang Feng, Haolan Zhan https://www.aclweb.org/anthology/P19-1549.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-bert, adv-examp, adv-train, latent-vae, task-textclass, task-textpair, task-seq2seq 0 Soft Representation Learning for Sparse Transfer Haeju Park, Jinyoung Yeo, Gengyu Wang, Seung-won Hwang https://www.aclweb.org/anthology/P19-1151.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-tree 2 Unsupervised Question Answering by Cloze Translation Patrick Lewis, Ludovic Denoyer, Sebastian Riedel https://www.aclweb.org/anthology/P19-1484.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-batch, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-elmo, pre-bert, latent-vae, latent-topic, task-lm 1 Open Domain Event Extraction Using Neural Latent Variable Models Xiao Liu, Heyan Huang, Yue Zhang https://www.aclweb.org/anthology/P19-1276.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, latent-vae, loss-margin, task-seq2seq 2 Latent Variable Model for Multi-modal Translation Iacer Calixto, Miguel Rios, Wilker Aziz https://www.aclweb.org/anthology/P19-1642.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-stopping, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, struct-crf, struct-cfg, latent-vae, task-seqlab, task-lm, task-graph 4 Compound Probabilistic Context-Free Grammars for Grammar Induction Yoon Kim, Chris Dyer, Alexander Rush https://www.aclweb.org/anthology/P19-1228.pdf
2019 ACL # init-glorot, reg-stopping, train-mtl, arch-lstm, arch-memo, search-beam, pre-glove, latent-vae, task-seqlab, task-seq2seq, task-tree 2 Controllable Paraphrase Generation with a Syntactic Exemplar Mingda Chen, Qingming Tang, Sam Wiseman, Kevin Gimpel https://www.aclweb.org/anthology/P19-1599.pdf
2019 ACL # reg-norm, arch-att, arch-subword, pre-fasttext, pre-glove, latent-vae, latent-topic, task-textclass, task-lm 0 Word and Document Embedding with vMF-Mixture Priors on Context Word Vectors Shoaib Jameel, Steven Schockaert https://www.aclweb.org/anthology/P19-1321.pdf
2019 ACL # optim-sgd, reg-dropout, reg-worddropout, arch-rnn, arch-att, arch-selfatt, arch-transformer, pre-fasttext, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq 6 Style Transformer: Unpaired Text Style Transfer without Disentangled Latent Representation Ning Dai, Jianze Liang, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1601.pdf
2019 ACL # arch-lstm, arch-att, comb-ensemble, search-beam, search-viterbi, struct-crf, latent-vae 1 We Need to Talk about Standard Splits Kyle Gorman, Steven Bedrick https://www.aclweb.org/anthology/P19-1267.pdf
2019 ACL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-copy, pre-glove, nondif-minrisk, latent-vae, task-seq2seq, task-relation 7 Towards Explainable NLP: A Generative Explanation Framework for Text Classification Hui Liu, Qingyu Yin, William Yang Wang https://www.aclweb.org/anthology/P19-1560.pdf
2019 ACL # optim-adam, reg-stopping, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, pre-glove, latent-vae, loss-nce, task-seqlab 0 Distant Learning for Entity Linking with Automatic Noise Detection Phong Le, Ivan Titov https://www.aclweb.org/anthology/P19-1400.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 # optim-adam, optim-projection, reg-dropout, reg-stopping, reg-patience, train-active, arch-lstm, arch-cnn, arch-att, arch-transformer, pre-glove, pre-bert, struct-cfg, adv-train, latent-vae, latent-topic, task-textclass, task-lm 1 Variational Pretraining for Semi-supervised Text Classification Suchin Gururangan, Tam Dang, Dallas Card, Noah A. Smith https://www.aclweb.org/anthology/P19-1590.pdf
2019 ACL # reg-dropout, reg-stopping, arch-att, pre-word2vec, pre-glove, latent-vae, task-seqlab 1 Boosting Entity Linking Performance by Leveraging Unlabeled Documents Phong Le, Ivan Titov https://www.aclweb.org/anthology/P19-1187.pdf
2019 ACL # optim-adam, optim-projection, init-glorot, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-cnn, arch-att, comb-ensemble, adv-train, latent-vae, latent-topic, task-textclass, task-seq2seq 0 Semi-supervised Stochastic Multi-Domain Learning using Variational Inference Yitong Li, Timothy Baldwin, Trevor Cohn https://www.aclweb.org/anthology/P19-1186.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-treelstm, pre-elmo, struct-crf, latent-vae, task-lm, task-tree 0 Latent Variable Sentiment Grammar Liwen Zhang, Kewei Tu, Yue Zhang https://www.aclweb.org/anthology/P19-1457.pdf
2019 ACL # pre-glove, latent-vae, latent-topic, task-textclass 0 Leveraging Meta Information in Short Text Aggregation He Zhao, Lan Du, Guanfeng Liu, Wray Buntine https://www.aclweb.org/anthology/P19-1396.pdf
2019 ACL # arch-rnn, arch-lstm, arch-att, arch-transformer, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq 1 Coreference Resolution with Entity Equalization Ben Kantor, Amir Globerson https://www.aclweb.org/anthology/P19-1066.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, search-beam, pre-glove, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm, task-seq2seq 0 A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching Jihun Choi, Taeuk Kim, Sang-goo Lee https://www.aclweb.org/anthology/P19-1469.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-augment, pool-max, pool-mean, arch-rnn, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, search-greedy, search-beam, pre-glove, pre-bert, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 7 AMR Parsing as Sequence-to-Graph Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/P19-1009.pdf
2019 ACL # optim-adam, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, adv-train, latent-vae 1 ARNOR: Attention Regularization based Noise Reduction for Distant Supervision Relation Classification Wei Jia, Dai Dai, Xinyan Xiao, Hua Wu https://www.aclweb.org/anthology/P19-1135.pdf
2019 ACL # optim-adam, norm-gradient, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-seq2seq 1 Are Training Samples Correlated? Learning to Generate Dialogue Responses with Multiple References Lisong Qiu, Juntao Li, Wei Bi, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1372.pdf
2019 ACL # optim-adam, init-glorot, train-mll, train-augment, arch-att, arch-selfatt, arch-residual, arch-transformer, struct-hmm, adv-train, latent-vae, task-textclass, task-lm, task-seq2seq 4 Unsupervised Paraphrasing without Translation Aurko Roy, David Grangier https://www.aclweb.org/anthology/P19-1605.pdf
2019 ACL # optim-adam, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, task-textclass, task-seqlab 1 Incremental Learning from Scratch for Task-Oriented Dialogue Systems Weikang Wang, Jiajun Zhang, Qian Li, Mei-Yuh Hwang, Chengqing Zong, Zhifei Li https://www.aclweb.org/anthology/P19-1361.pdf
2019 ACL # reg-dropout, arch-rnn, arch-att, arch-coverage, arch-subword, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-alignment 0 Reducing Word Omission Errors in Neural Machine Translation: A Contrastive Learning Approach Zonghan Yang, Yong Cheng, Yang Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1623.pdf
2019 ACL # optim-adam, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, latent-vae, task-lm, task-seq2seq 1 Boosting Dialog Response Generation Wenchao Du, Alan W Black https://www.aclweb.org/anthology/P19-1005.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, latent-vae, task-textclass, task-seq2seq 1 Fine-Grained Sentence Functions for Short-Text Conversation Wei Bi, Jun Gao, Xiaojiang Liu, Shuming Shi https://www.aclweb.org/anthology/P19-1389.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, reg-patience, train-mtl, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, latent-vae, task-textpair, task-lm, task-seq2seq 7 Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study Chinnadhurai Sankar, Sandeep Subramanian, Chris Pal, Sarath Chandar, Yoshua Bengio https://www.aclweb.org/anthology/P19-1004.pdf
2019 EMNLP # optim-adam, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-att, arch-subword, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-seq2seq 0 Modelling the interplay of metaphor and emotion through multitask learning Verna Dankers, Marek Rei, Martha Lewis, Ekaterina Shutova https://www.aclweb.org/anthology/D19-1227.pdf
2019 EMNLP # train-active, arch-att, latent-vae, loss-nce, task-tree 0 Learning to Ask for Conversational Machine Learning Shashank Srivastava, Igor Labutov, Tom Mitchell https://www.aclweb.org/anthology/D19-1426.pdf
2019 EMNLP # init-glorot, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, latent-vae, task-lm, task-seq2seq 0 Parallel Iterative Edit Models for Local Sequence Transduction Abhijeet Awasthi, Sunita Sarawagi, Rasna Goyal, Sabyasachi Ghosh, Vihari Piratla https://www.aclweb.org/anthology/D19-1435.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, activ-relu, arch-lstm, struct-crf, latent-vae, task-seqlab 0 Combining Spans into Entities: A Neural Two-Stage Approach for Recognizing Discontiguous Entities Bailin Wang, Wei Lu https://www.aclweb.org/anthology/D19-1644.pdf
2019 EMNLP # optim-sgd, reg-dropout, reg-patience, arch-lstm, latent-vae, task-textpair, task-lm 1 A Surprisingly Effective Fix for Deep Latent Variable Modeling of Text Bohan Li, Junxian He, Graham Neubig, Taylor Berg-Kirkpatrick, Yiming Yang https://www.aclweb.org/anthology/D19-1370.pdf
2019 EMNLP # optim-adam, optim-projection, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab 0 Answering questions by learning to rank - Learning to rank by answering questions George Sebastian Pirtoaca, Traian Rebedea, Stefan Ruseti https://www.aclweb.org/anthology/D19-1256.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, search-beam, search-viterbi, nondif-reinforce, latent-vae, task-seq2seq 0 Low-Resource Response Generation with Template Prior Ze Yang, Wei Wu, Jian Yang, Can Xu, Zhoujun Li https://www.aclweb.org/anthology/D19-1197.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-cnn, pre-glove, struct-crf, latent-vae, task-lm 0 Learning with Noisy Labels for Sentence-level Sentiment Classification Hao Wang, Bing Liu, Chaozhuo Li, Yan Yang, Tianrui Li https://www.aclweb.org/anthology/D19-1655.pdf
2019 EMNLP # reg-dropout, train-active, arch-lstm, arch-cnn, comb-ensemble, search-viterbi, struct-crf, latent-vae, task-seqlab 1 A Bayesian Approach for Sequence Tagging with Crowds Edwin D. Simpson, Iryna Gurevych https://www.aclweb.org/anthology/D19-1101.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-copy, arch-coverage, pre-word2vec, latent-vae, task-lm, task-seq2seq 0 Unsupervised Context Rewriting for Open Domain Conversation Kun Zhou, Kai Zhang, Yu Wu, Shujie Liu, Jingsong Yu https://www.aclweb.org/anthology/D19-1192.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 # train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-subword, pre-fasttext, struct-crf, adv-train, latent-vae, task-seqlab, task-seq2seq, task-lexicon 1 Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables Zihan Liu, Jamin Shin, Yan Xu, Genta Indra Winata, Peng Xu, Andrea Madotto, Pascale Fung https://www.aclweb.org/anthology/D19-1129.pdf
2019 EMNLP # optim-adam, init-glorot, norm-gradient, arch-gru, arch-bigru, arch-att, adv-train, latent-vae, task-seq2seq 0 Answer-guided and Semantic Coherent Question Generation in Open-domain Conversation Weichao Wang, Shi Feng, Daling Wang, Yifei Zhang https://www.aclweb.org/anthology/D19-1511.pdf
2019 EMNLP # reg-dropout, reg-worddropout, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, latent-vae, latent-topic, task-textclass, task-lm, task-seq2seq 0 A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features Hongyin Tang, Miao Li, Beihong Jin https://www.aclweb.org/anthology/D19-1513.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-bert, latent-vae, task-seq2seq, task-tree 0 Data-Anonymous Encoding for Text-to-SQL Generation Zhen Dong, Shizhao Sun, Hongzhi Liu, Jian-Guang Lou, Dongmei Zhang https://www.aclweb.org/anthology/D19-1543.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, search-viterbi, pre-word2vec, pre-glove, pre-elmo, struct-crf, latent-vae, task-textpair, task-lm, task-seq2seq 0 A Regularization Approach for Incorporating Event Knowledge and Coreference Relations into Neural Discourse Parsing Zeyu Dai, Ruihong Huang https://www.aclweb.org/anthology/D19-1295.pdf
2019 EMNLP # reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textpair, task-spanlab, task-seq2seq, task-tree, task-graph 0 Don’t paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing Jonathan Herzig, Jonathan Berant https://www.aclweb.org/anthology/D19-1394.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-copy, arch-coverage, search-beam, pre-glove, latent-vae, task-spanlab, task-seq2seq 1 Incorporating External Knowledge into Machine Reading for Generative Question Answering Bin Bi, Chen Wu, Ming Yan, Wei Wang, Jiangnan Xia, Chenliang Li https://www.aclweb.org/anthology/D19-1255.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-att, arch-coverage, comb-ensemble, search-beam, pre-glove, latent-vae, task-seq2seq, task-tree, task-graph 0 Learning Semantic Parsers from Denotations with Latent Structured Alignments and Abstract Programs Bailin Wang, Ivan Titov, Mirella Lapata https://www.aclweb.org/anthology/D19-1391.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-gru, arch-att, arch-memo, pre-word2vec, latent-vae 0 A Semi-Supervised Stable Variational Network for Promoting Replier-Consistency in Dialogue Generation Jinxin Chang, Ruifang He, Longbiao Wang, Xiangyu Zhao, Ting Yang, Ruifang Wang https://www.aclweb.org/anthology/D19-1200.pdf
2019 EMNLP # optim-adam, arch-gru, arch-att, search-beam, latent-vae, task-seq2seq 1 A Discrete CVAE for Response Generation on Short-Text Conversation Jun Gao, Wei Bi, Xiaojiang Liu, Junhui Li, Guodong Zhou, Shuming Shi https://www.aclweb.org/anthology/D19-1198.pdf
2019 EMNLP # optim-adam, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, comb-ensemble, pre-fasttext, pre-elmo, latent-vae, task-textclass, task-seq2seq, task-tree 1 Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks Xinchi Chen, Chunchuan Lyu, Ivan Titov https://www.aclweb.org/anthology/D19-1544.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-lstm, arch-gru, arch-gating, arch-coverage, arch-transformer, pre-glove, adv-train, latent-vae, task-seq2seq, task-tree 6 An End-to-End Generative Architecture for Paraphrase Generation Qian Yang, Zhouyuan Huo, Dinghan Shen, Yong Cheng, Wenlin Wang, Guoyin Wang, Lawrence Carin https://www.aclweb.org/anthology/D19-1309.pdf
2019 EMNLP # arch-att, pre-use, latent-vae, latent-topic 0 Leveraging Structural and Semantic Correspondence for Attribute-Oriented Aspect Sentiment Discovery Zhe Zhang, Munindar Singh https://www.aclweb.org/anthology/D19-1555.pdf
2019 EMNLP # optim-adam, train-augment, pool-max, pool-mean, arch-cnn, arch-att, arch-selfatt, arch-memo, latent-vae, task-textclass, meta-init 0 Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Zihao Wang, Kwunping Lai, Piji Li, Lidong Bing, Wai Lam https://www.aclweb.org/anthology/D19-1024.pdf
2019 EMNLP # optim-adam, optim-projection, reg-stopping, latent-vae 0 A Deep Factorization of Style and Structure in Fonts Akshay Srivatsan, Jonathan Barron, Dan Klein, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/D19-1225.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, latent-vae, latent-topic, task-seq2seq 0 Variational Hierarchical User-based Conversation Model JinYeong Bak, Alice Oh https://www.aclweb.org/anthology/D19-1202.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, arch-rnn, arch-lstm, arch-att, arch-copy, comb-ensemble, pre-glove, latent-vae, task-relation, task-tree, task-graph, task-lexicon 0 Semantic graph parsing with recurrent neural network DAG grammars Federico Fancellu, Sorcha Gilroy, Adam Lopez, Mirella Lapata https://www.aclweb.org/anthology/D19-1278.pdf
2019 EMNLP # optim-adam, train-mtl, train-active, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, pre-elmo, pre-bert, latent-vae, task-textclass, task-lm, task-seq2seq 19 EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason Wei, Kai Zou https://www.aclweb.org/anthology/D19-1670.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, reg-decay, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, latent-vae, latent-topic, loss-svd, task-lm, task-seq2seq 0 Adaptive Parameterization for Neural Dialogue Generation Hengyi Cai, Hongshen Chen, Cheng Zhang, Yonghao Song, Xiaofang Zhao, Dawei Yin https://www.aclweb.org/anthology/D19-1188.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, pre-bert, latent-vae, task-tree 0 Answering Conversational Questions on Structured Data without Logical Forms Thomas Mueller, Francesco Piccinno, Peter Shaw, Massimo Nicosia, Yasemin Altun https://www.aclweb.org/anthology/D19-1603.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, arch-coverage, comb-ensemble, pre-glove, pre-elmo, pre-bert, latent-vae, task-seq2seq, task-tree 0 Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks Igor Shalyminov, Sungjin Lee, Arash Eshghi, Oliver Lemon https://www.aclweb.org/anthology/D19-1183.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, train-mtl, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-greedy, search-beam, latent-vae, task-seqlab, task-lm, task-seq2seq, task-tree 0 Latent Part-of-Speech Sequences for Neural Machine Translation Xuewen Yang, Yingru Liu, Dongliang Xie, Xin Wang, Niranjan Balasubramanian https://www.aclweb.org/anthology/D19-1072.pdf
2019 EMNLP # optim-adam, optim-projection, train-mtl, train-mll, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-spanlab, task-lm, task-seq2seq 2 Knowledge Enhanced Contextual Word Representations Matthew E. Peters, Mark Neumann, Robert Logan, Roy Schwartz, Vidur Joshi, Sameer Singh, Noah A. Smith https://www.aclweb.org/anthology/D19-1005.pdf
2019 EMNLP # init-glorot, arch-lstm, arch-gru, search-sampling, pre-fasttext, latent-vae, task-textclass, task-lm, task-seq2seq 1 Implicit Deep Latent Variable Models for Text Generation Le Fang, Chunyuan Li, Jianfeng Gao, Wen Dong, Changyou Chen https://www.aclweb.org/anthology/D19-1407.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, pre-bert, latent-vae 0 Transfer Learning Between Related Tasks Using Expected Label Proportions Matan Ben Noach, Yoav Goldberg https://www.aclweb.org/anthology/D19-1004.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-att, comb-ensemble, pre-bert, adv-examp, latent-vae, task-textclass, task-lm, task-seq2seq, task-relation 0 Latent-Variable Generative Models for Data-Efficient Text Classification Xiaoan Ding, Kevin Gimpel https://www.aclweb.org/anthology/D19-1048.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-lstm, latent-vae, task-lm 0 Neural Gaussian Copula for Variational Autoencoder Prince Zizhuang Wang, William Yang Wang https://www.aclweb.org/anthology/D19-1442.pdf
2019 EMNLP # arch-rnn, arch-att, search-beam, latent-vae, task-extractive, task-lm, task-seq2seq 1 BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle Peter West, Ari Holtzman, Jan Buys, Yejin Choi https://www.aclweb.org/anthology/D19-1389.pdf
2019 EMNLP # optim-adam, init-glorot, norm-gradient, pool-mean, arch-rnn, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-vae, task-seq2seq 0 Long and Diverse Text Generation with Planning-based Hierarchical Variational Model Zhihong Shao, Minlie Huang, Jiangtao Wen, Wenfei Xu, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1321.pdf
2019 EMNLP # optim-adam, train-mtl, train-mll, pool-max, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-seq2seq 0 Correlations between Word Vector Sets Vitalii Zhelezniak, April Shen, Daniel Busbridge, Aleksandar Savkov, Nils Hammerla https://www.aclweb.org/anthology/D19-1008.pdf
2019 EMNLP # train-augment, arch-subword, arch-transformer, comb-ensemble, search-beam, latent-vae, task-lm, task-seq2seq 2 Simple and Effective Noisy Channel Modeling for Neural Machine Translation Kyra Yee, Yann Dauphin, Michael Auli https://www.aclweb.org/anthology/D19-1571.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, latent-vae, task-textclass, task-textpair, task-spanlab, task-lm 0 Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering Vikas Yadav, Steven Bethard, Mihai Surdeanu https://www.aclweb.org/anthology/D19-1260.pdf
2019 EMNLP # optim-sgd, optim-adadelta, reg-dropout, pool-max, arch-cnn, arch-att, arch-memo, adv-train, latent-vae 0 Uncover the Ground-Truth Relations in Distant Supervision: A Neural Expectation-Maximization Framework Junfan Chen, Richong Zhang, Yongyi Mao, Hongyu Guo, Jie Xu https://www.aclweb.org/anthology/D19-1031.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-att, struct-crf, latent-vae, task-seqlab 0 A Boundary-aware Neural Model for Nested Named Entity Recognition Changmeng Zheng, Yi Cai, Jingyun Xu, Ho-fung Leung, Guandong Xu https://www.aclweb.org/anthology/D19-1034.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-att, arch-transformer, comb-ensemble, pre-bert, latent-vae, task-lm, task-relation 0 Weak Supervision for Learning Discourse Structure Sonia Badene, Kate Thompson, Jean-Pierre Lorré, Nicholas Asher https://www.aclweb.org/anthology/D19-1234.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-gradient, pool-max, arch-rnn, arch-gru, arch-att, arch-memo, search-beam, pre-glove, latent-vae, task-lm, task-seq2seq 0 Hierarchy Response Learning for Neural Conversation Generation Bo Zhang, Xiaoming Zhang https://www.aclweb.org/anthology/D19-1186.pdf
2019 EMNLP # arch-att, latent-vae, task-seq2seq 0 Nonsense!: Quality Control via Two-Step Reason Selection for Annotating Local Acceptability and Related Attributes in News Editorials Wonsuk Yang, Seungwon Yoon, Ada Carpenter, Jong Park https://www.aclweb.org/anthology/D19-1293.pdf
2019 EMNLP # optim-adam, train-mll, arch-att, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, loss-nce, task-seqlab, task-relation, task-alignment 0 Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing Tao Meng, Nanyun Peng, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1103.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 0 Core Semantic First: A Top-down Approach for AMR Parsing Deng Cai, Wai Lam https://www.aclweb.org/anthology/D19-1393.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-lstm, arch-gru, arch-att, adv-train, latent-vae, task-lm, task-seq2seq 0 Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training Chih-Te Lai, Yi-Te Hong, Hong-You Chen, Chi-Jen Lu, Shou-De Lin https://www.aclweb.org/anthology/D19-1366.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-elmo, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 0 Semantic Role Labeling with Iterative Structure Refinement Chunchuan Lyu, Shay B. Cohen, Ivan Titov https://www.aclweb.org/anthology/D19-1099.pdf
2019 EMNLP # arch-lstm, arch-bilinear, arch-coverage, arch-subword, pre-elmo, pre-bert, latent-vae, task-textpair, task-lm 0 Unsupervised Labeled Parsing with Deep Inside-Outside Recursive Autoencoders Andrew Drozdov, Patrick Verga, Yi-Pei Chen, Mohit Iyyer, Andrew McCallum https://www.aclweb.org/anthology/D19-1161.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, latent-vae, latent-topic 0 Document Hashing with Mixture-Prior Generative Models Wei Dong, Qinliang Su, Dinghan Shen, Changyou Chen https://www.aclweb.org/anthology/D19-1526.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-memo, pre-word2vec, latent-vae, latent-topic 1 Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification Hu Linmei, Tianchi Yang, Chuan Shi, Houye Ji, Xiaoli Li https://www.aclweb.org/anthology/D19-1488.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-treelstm, arch-cnn, search-beam, pre-word2vec, struct-crf, latent-vae, task-seqlab, task-lm, task-relation, task-tree 0 Neural Generative Rhetorical Structure Parsing Amandla Mabona, Laura Rimell, Stephen Clark, Andreas Vlachos https://www.aclweb.org/anthology/D19-1233.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, reg-worddropout, norm-gradient, arch-rnn, arch-lstm, latent-vae, task-textpair, task-lm 0 Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation Dong Qian, William K. Cheung https://www.aclweb.org/anthology/D19-1416.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-viterbi, struct-crf, latent-vae, task-seqlab, task-seq2seq 1 Learning Explicit and Implicit Structures for Targeted Sentiment Analysis Hao Li, Wei Lu https://www.aclweb.org/anthology/D19-1550.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, train-transfer, train-active, pre-elmo, pre-bert, adv-train, latent-vae, task-textclass, task-seqlab, task-lm, task-seq2seq, task-lexicon 2 Adversarial Learning with Contextual Embeddings for Zero-resource Cross-lingual Classification and NER Phillip Keung, Yichao Lu, Vikas Bhardwaj https://www.aclweb.org/anthology/D19-1138.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, norm-batch, norm-gradient, pool-max, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-cloze, task-relation 2 FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Xuezhe Ma, Chunting Zhou, Xian Li, Graham Neubig, Eduard Hovy https://www.aclweb.org/anthology/D19-1437.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-stopping, arch-lstm, arch-memo, comb-ensemble, pre-bert, latent-vae, task-textpair 0 Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds John P. Lalor, Hao Wu, Hong Yu https://www.aclweb.org/anthology/D19-1434.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, arch-lstm, arch-att, pre-glove, latent-vae, latent-topic, task-seq2seq 0 Coupling Global and Local Context for Unsupervised Aspect Extraction Ming Liao, Jing Li, Haisong Zhang, Lingzhi Wang, Xixin Wu, Kam-Fai Wong https://www.aclweb.org/anthology/D19-1465.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, nondif-reinforce, adv-train, latent-vae, task-lm 0 Learning Rhyming Constraints using Structured Adversaries Harsh Jhamtani, Sanket Vaibhav Mehta, Jaime Carbonell, Taylor Berg-Kirkpatrick https://www.aclweb.org/anthology/D19-1621.pdf
2019 EMNLP # reg-patience, arch-rnn, arch-gru, arch-att, latent-vae, task-textpair, task-seq2seq 0 Style Transfer for Texts: Retrain, Report Errors, Compare with Rewrites Alexey Tikhonov, Viacheslav Shibaev, Aleksander Nagaev, Aigul Nugmanova, Ivan P. Yamshchikov https://www.aclweb.org/anthology/D19-1406.pdf
2019 EMNLP # optim-sgd, train-transfer, arch-rnn, arch-gru, arch-att, pre-word2vec, latent-vae, task-seq2seq 0 Modeling Personalization in Continuous Space for Response Generation via Augmented Wasserstein Autoencoders Zhangming Chan, Juntao Li, Xiaopeng Yang, Xiuying Chen, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1201.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, reg-labelsmooth, arch-lstm, arch-att, arch-selfatt, arch-transformer, latent-vae, task-spanlab, task-seq2seq, task-alignment 1 Hint-Based Training for Non-Autoregressive Machine Translation Zhuohan Li, Zi Lin, Di He, Fei Tian, Tao Qin, Liwei Wang, Tie-Yan Liu https://www.aclweb.org/anthology/D19-1573.pdf
2019 EMNLP # arch-transformer, pre-word2vec, pre-bert, latent-vae, latent-topic, task-textclass, task-tree 0 Identifying Predictive Causal Factors from News Streams Ananth Balashankar, Sunandan Chakraborty, Samuel Fraiberger, Lakshminarayanan Subramanian https://www.aclweb.org/anthology/D19-1238.pdf
2019 EMNLP # optim-projection, train-mll, arch-subword, pre-fasttext, adv-train, latent-vae, loss-svd, task-lexicon 1 A Multi-Pairwise Extension of Procrustes Analysis for Multilingual Word Translation Hagai Taitelbaum, Gal Chechik, Jacob Goldberger https://www.aclweb.org/anthology/D19-1363.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-subword, arch-transformer, search-beam, pre-elmo, pre-bert, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq, task-cloze 6 Text Summarization with Pretrained Encoders Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/D19-1387.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, search-beam, latent-vae, latent-topic, task-lm, task-seq2seq 0 Dirichlet Latent Variable Hierarchical Recurrent Encoder-Decoder in Dialogue Generation Min Zeng, Yisen Wang, Yuan Luo https://www.aclweb.org/anthology/D19-1124.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-gru, arch-att, pre-glove, latent-vae, task-textpair, task-seq2seq 0 Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder Li Du, Xiao Ding, Ting Liu, Zhongyang Li https://www.aclweb.org/anthology/D19-1270.pdf
2019 EMNLP # reg-norm, train-mll, arch-att, struct-crf, struct-cfg, latent-vae, task-seqlab, task-tree 1 Text2Math: End-to-end Parsing Text into Math Expressions Yanyan Zou, Wei Lu https://www.aclweb.org/anthology/D19-1536.pdf
2019 EMNLP # reg-norm, arch-rnn, arch-gru, latent-vae, task-seq2seq 1 A Benchmark Dataset for Learning to Intervene in Online Hate Speech Jing Qian, Anna Bethke, Yinyin Liu, Elizabeth Belding, William Yang Wang https://www.aclweb.org/anthology/D19-1482.pdf
2019 EMNLP # optim-adam, arch-att, arch-selfatt, arch-coverage, pre-bert, nondif-reinforce, latent-vae, task-spanlab, task-tree 2 A Discrete Hard EM Approach for Weakly Supervised Question Answering Sewon Min, Danqi Chen, Hannaneh Hajishirzi, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1284.pdf
2019 EMNLP # train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-vae, task-lm, task-seq2seq 0 Next Sentence Prediction helps Implicit Discourse Relation Classification within and across Domains Wei Shi, Vera Demberg https://www.aclweb.org/anthology/D19-1586.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-dropout, arch-rnn, arch-lstm, arch-cnn, arch-coverage, pre-word2vec, struct-crf, latent-vae, loss-nce, task-seqlab, task-relation 0 Neural Chinese Address Parsing Hao Li, Wei Lu, Pengjun Xie, Linlin Li https://www.aclweb.org/anthology/N19-1346.pdf
2019 NAA-CL # reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-coverage, search-beam, pre-glove, nondif-reinforce, latent-vae, task-seq2seq, task-tree 4 UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering Zi-Yuan Chen, Chih-Hung Chang, Yi-Pei Chen, Jijnasa Nayak, Lun-Wei Ku https://www.aclweb.org/anthology/N19-1031.pdf
2019 NAA-CL # optim-adam, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, latent-vae 3 Be Consistent! Improving Procedural Text Comprehension using Label Consistency Xinya Du, Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark, Claire Cardie https://www.aclweb.org/anthology/N19-1244.pdf
2019 NAA-CL # optim-sgd, train-mll, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, struct-crf, latent-vae, loss-svd, task-seqlab, task-lm 1 Misspelling Oblivious Word Embeddings Aleksandra Piktus, Necati Bora Edizel, Piotr Bojanowski, Edouard Grave, Rui Ferreira, Fabrizio Silvestri https://www.aclweb.org/anthology/N19-1326.pdf
2019 NAA-CL # reg-norm, arch-lstm, arch-bilstm, arch-att, search-viterbi, struct-hmm, struct-crf, latent-vae, task-seqlab 4 Better Modeling of Incomplete Annotations for Named Entity Recognition Zhanming Jie, Pengjun Xie, Wei Lu, Ruixue Ding, Linlin Li https://www.aclweb.org/anthology/N19-1079.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-word2vec, latent-vae, task-lm 5 Document-Level N-ary Relation Extraction with Multiscale Representation Learning Robin Jia, Cliff Wong, Hoifung Poon https://www.aclweb.org/anthology/N19-1370.pdf
2019 NAA-CL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-glove, latent-vae, task-seq2seq, task-relation 1 Detecting Cybersecurity Events from Noisy Short Text Semih Yagcioglu, Mehmet Saygin Seyfioglu, Begum Citamak, Batuhan Bardak, Seren Guldamlasioglu, Azmi Yuksel, Emin Islam Tatli https://www.aclweb.org/anthology/N19-1138.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-decay, train-active, arch-lstm, pre-word2vec, latent-vae, task-textclass, task-seqlab 0 Modelling Instance-Level Annotator Reliability for Natural Language Labelling Tasks Maolin Li, Arvid Fahlström Myrman, Tingting Mu, Sophia Ananiadou https://www.aclweb.org/anthology/N19-1295.pdf
2019 NAA-CL # optim-adam, train-mtl, train-mll, arch-att, arch-subword, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-use, latent-vae, task-textclass, task-textpair, task-seq2seq 2 Correlation Coefficients and Semantic Textual Similarity Vitalii Zhelezniak, Aleksandar Savkov, April Shen, Nils Hammerla https://www.aclweb.org/anthology/N19-1100.pdf
2019 NAA-CL # optim-adam, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, latent-vae, task-seqlab, task-extractive, task-lm, task-seq2seq 2 Jointly Extracting and Compressing Documents with Summary State Representations Afonso Mendes, Shashi Narayan, Sebastião Miranda, Zita Marinho, André F. T. Martins, Shay B. Cohen https://www.aclweb.org/anthology/N19-1397.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, train-transfer, arch-lstm, arch-cnn, arch-memo, latent-vae, task-lm 3 Riemannian Normalizing Flow on Variational Wasserstein Autoencoder for Text Modeling Prince Zizhuang Wang, William Yang Wang https://www.aclweb.org/anthology/N19-1025.pdf
2019 NAA-CL # optim-adam, arch-lstm, arch-gru, arch-att, latent-vae, task-seq2seq, task-lexicon 3 Let’s Make Your Request More Persuasive: Modeling Persuasive Strategies via Semi-Supervised Neural Nets on Crowdfunding Platforms Diyi Yang, Jiaao Chen, Zichao Yang, Dan Jurafsky, Eduard Hovy https://www.aclweb.org/anthology/N19-1364.pdf
2019 NAA-CL # latent-vae, latent-topic, task-textclass 0 Doc2hash: Learning Discrete Latent variables for Documents Retrieval Yifei Zhang, Hao Zhu https://www.aclweb.org/anthology/N19-1232.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 # optim-adam, reg-dropout, pool-max, arch-cnn, arch-att, adv-train, latent-vae, task-textclass 0 Exploiting Noisy Data in Distant Supervision Relation Classification Kaijia Yang, Liang He, Xin-yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1325.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, nondif-reinforce, latent-vae, task-seq2seq, task-tree 17 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models Tiancheng Zhao, Kaige Xie, Maxine Eskenazi https://www.aclweb.org/anthology/N19-1123.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-word2vec, pre-glove, pre-elmo, latent-vae, task-lm, task-seq2seq 4 In Other News: a Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited Data Nishant Prateek, Mateusz Łajszczak, Roberto Barra-Chicote, Thomas Drugman, Jaime Lorenzo-Trueba, Thomas Merritt, Srikanth Ronanki, Trevor Wood https://www.aclweb.org/anthology/N19-2026.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, latent-vae, loss-nce, task-seq2seq 0 Learning to Decipher Hate Symbols Jing Qian, Mai ElSherief, Elizabeth Belding, William Yang Wang https://www.aclweb.org/anthology/N19-1305.pdf
2019 NAA-CL # optim-sgd, optim-projection, reg-dropout, reg-decay, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, pre-bert, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq 2 Knowledge-Augmented Language Model and Its Application to Unsupervised Named-Entity Recognition Angli Liu, Jingfei Du, Veselin Stoyanov https://www.aclweb.org/anthology/N19-1117.pdf
2019 NAA-CL # optim-sgd, arch-rnn, arch-lstm, arch-cnn, arch-att, struct-hmm, struct-crf, latent-vae 0 A Study of Latent Structured Prediction Approaches to Passage Reranking Iryna Haponchyk, Alessandro Moschitti https://www.aclweb.org/anthology/N19-1183.pdf
2019 NAA-CL # optim-adam, optim-projection, train-mll, arch-subword, pre-fasttext, latent-vae, loss-svd, task-seq2seq, task-relation, task-lexicon, task-alignment 5 Density Matching for Bilingual Word Embedding Chunting Zhou, Xuezhe Ma, Di Wang, Graham Neubig https://www.aclweb.org/anthology/N19-1161.pdf
2019 NAA-CL # optim-adadelta, reg-decay, train-mtl, arch-rnn, arch-att, pre-word2vec, struct-crf, latent-vae, latent-topic, task-textclass, task-relation 0 A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification Ziqian Zeng, Wenxuan Zhou, Xin Liu, Yangqiu Song https://www.aclweb.org/anthology/N19-1036.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, pre-word2vec, pre-glove, pre-skipthought, pre-elmo, struct-crf, adv-train, latent-vae, task-textclass, task-lm 6 Dialogue Act Classification with Context-Aware Self-Attention Vipul Raheja, Joel Tetreault https://www.aclweb.org/anthology/N19-1373.pdf
2019 NAA-CL # optim-sgd, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-transformer, comb-ensemble, pre-word2vec, latent-vae, task-lm 0 Using Large Corpus N-gram Statistics to Improve Recurrent Neural Language Models Yiben Yang, Ji-Ping Wang, Doug Downey https://www.aclweb.org/anthology/N19-1330.pdf
2019 NAA-CL # optim-projection, train-mll, latent-vae, loss-svd, task-seq2seq, task-lexicon 2 Aligning Vector-spaces with Noisy Supervised Lexicon Noa Yehezkel Lubin, Jacob Goldberger, Yoav Goldberg https://www.aclweb.org/anthology/N19-1045.pdf
2019 NAA-CL # optim-sgd, arch-rnn, arch-lstm, arch-att, arch-copy, search-beam, search-viterbi, pre-glove, latent-vae, task-lm, task-seq2seq, task-relation 1 Benchmarking Hierarchical Script Knowledge Yonatan Bisk, Jan Buys, Karl Pichotta, Yejin Choi https://www.aclweb.org/anthology/N19-1412.pdf
2019 NAA-CL # init-glorot, arch-rnn, arch-lstm, comb-ensemble, latent-vae, task-textclass, task-lm 12 Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing Hao Fu, Chunyuan Li, Xiaodong Liu, Jianfeng Gao, Asli Celikyilmaz, Lawrence Carin https://www.aclweb.org/anthology/N19-1021.pdf
2019 NAA-CL # arch-rnn, arch-lstm, arch-cnn, arch-att, comb-ensemble, pre-glove, struct-crf, latent-vae, task-textclass, task-lm, task-seq2seq 2 Strong and Simple Baselines for Multimodal Utterance Embeddings Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency https://www.aclweb.org/anthology/N19-1267.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-fasttext, latent-vae, task-extractive, task-seq2seq 9 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim, Hyunwoo Kim, Gunhee Kim https://www.aclweb.org/anthology/N19-1260.pdf
2019 NAA-CL # reg-dropout, arch-rnn, arch-lstm, pre-word2vec, latent-vae, task-lm 1 Unsupervised Dialog Structure Learning Weiyan Shi, Tiancheng Zhao, Zhou Yu https://www.aclweb.org/anthology/N19-1178.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