Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab 5 Neural Architectures for Nested NER through Linearization Jana Straková, Milan Straka, Jan Hajic https://www.aclweb.org/anthology/P19-1527.pdf
2019 ACL # optim-adam, train-transfer, arch-rnn, arch-gru, arch-att, arch-subword, task-lm, task-seq2seq 3 Multimodal Abstractive Summarization for How2 Videos Shruti Palaskar, Jindřich Libovický, Spandana Gella, Florian Metze https://www.aclweb.org/anthology/P19-1659.pdf
2019 ACL # optim-adagrad, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gnn, arch-att, search-beam, search-viterbi, pre-glove, pre-skipthought, pre-elmo, task-lm, task-relation 0 Multi-Relational Script Learning for Discourse Relations I-Ta Lee, Dan Goldwasser https://www.aclweb.org/anthology/P19-1413.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-memo, struct-crf 0 Memory Consolidation for Contextual Spoken Language Understanding with Dialogue Logistic Inference He Bai, Yu Zhou, Jiajun Zhang, Chengqing Zong https://www.aclweb.org/anthology/P19-1541.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, arch-gru, arch-cnn, arch-att 0 Neural News Recommendation with Topic-Aware News Representation Chuhan Wu, Fangzhao Wu, Mingxiao An, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/P19-1110.pdf
2019 ACL # optim-sgd, optim-adadelta, reg-dropout, arch-rnn, arch-gru, arch-att, arch-coverage, arch-subword, arch-transformer, search-greedy, search-beam, nondif-minrisk, task-seq2seq 8 Bridging the Gap between Training and Inference for Neural Machine Translation Wen Zhang, Yang Feng, Fandong Meng, Di You, Qun Liu https://www.aclweb.org/anthology/P19-1426.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-coverage, pre-glove, pre-skipthought, pre-elmo, pre-bert, adv-train, task-textpair, task-lm, task-cloze, task-relation 2 DisSent: Learning Sentence Representations from Explicit Discourse Relations Allen Nie, Erin Bennett, Noah Goodman https://www.aclweb.org/anthology/P19-1442.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, init-glorot, train-mtl, arch-rnn, arch-gru, arch-att, pre-word2vec, task-lm, task-seq2seq 15 Disentangled Representation Learning for Non-Parallel Text Style Transfer Vineet John, Lili Mou, Hareesh Bahuleyan, Olga Vechtomova https://www.aclweb.org/anthology/P19-1041.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 # optim-adam, optim-projection, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-coverage, comb-ensemble, search-viterbi, struct-crf, adv-train, task-textclass, task-seq2seq, task-relation 0 A Unified Multi-task Adversarial Learning Framework for Pharmacovigilance Mining Shweta Yadav, Asif Ekbal, Sriparna Saha, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1516.pdf
2019 ACL # optim-projection, arch-rnn, arch-gru, arch-att, arch-copy, arch-coverage, pre-glove, task-extractive, task-seq2seq 1 Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization Manling Li, Lingyu Zhang, Heng Ji, Richard J. Radke https://www.aclweb.org/anthology/P19-1210.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, 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, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq 3 Neural News Recommendation with Long- and Short-term User Representations Mingxiao An, Fangzhao Wu, Chuhan Wu, Kun Zhang, Zheng Liu, Xing Xie https://www.aclweb.org/anthology/P19-1033.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-gnn, arch-att, arch-selfatt, comb-ensemble, pre-elmo, pre-bert, task-textclass, task-spanlab, task-seq2seq 6 Multi-hop Reading Comprehension across Multiple Documents by Reasoning over Heterogeneous Graphs Ming Tu, Guangtao Wang, Jing Huang, Yun Tang, Xiaodong He, Bowen Zhou https://www.aclweb.org/anthology/P19-1260.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-subword, pre-glove, struct-crf, task-seqlab 3 Joint Entity Extraction and Assertion Detection for Clinical Text Parminder Bhatia, Busra Celikkaya, Mohammed Khalilia https://www.aclweb.org/anthology/P19-1091.pdf
2019 ACL # optim-adam, reg-dropout, reg-stopping, train-transfer, arch-gru, arch-gcnn, arch-cnn, arch-att, task-textclass, task-textpair, task-lm, task-seq2seq 0 Hierarchical Transfer Learning for Multi-label Text Classification Siddhartha Banerjee, Cem Akkaya, Francisco Perez-Sorrosal, Kostas Tsioutsiouliklis https://www.aclweb.org/anthology/P19-1633.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, comb-ensemble, task-seq2seq, task-tree 0 Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions Jierui Li, Lei Wang, Jipeng Zhang, Yan Wang, Bing Tian Dai, Dongxiang Zhang https://www.aclweb.org/anthology/P19-1619.pdf
2019 ACL # init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, pre-elmo, pre-bert, struct-crf, task-textclass 12 Joint Slot Filling and Intent Detection via Capsule Neural Networks Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, Philip Yu https://www.aclweb.org/anthology/P19-1519.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, struct-crf, task-textclass 0 Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes Jie Cao, Michael Tanana, Zac Imel, Eric Poitras, David Atkins, Vivek Srikumar https://www.aclweb.org/anthology/P19-1563.pdf
2019 ACL # optim-adam, arch-gru, arch-att, arch-memo, arch-coverage, pre-bert, task-seq2seq 0 Know More about Each Other: Evolving Dialogue Strategy via Compound Assessment Siqi Bao, Huang He, Fan Wang, Rongzhong Lian, Hua Wu https://www.aclweb.org/anthology/P19-1535.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, pre-glove, task-spanlab, task-seq2seq 0 Inferential Machine Comprehension: Answering Questions by Recursively Deducing the Evidence Chain from Text Jianxing Yu, Zhengjun Zha, Jian Yin https://www.aclweb.org/anthology/P19-1217.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, arch-rnn, arch-lstm, arch-gru, arch-att, pre-glove, task-seq2seq, meta-init 5 Domain Adaptive Dialog Generation via Meta Learning Kun Qian, Zhou Yu https://www.aclweb.org/anthology/P19-1253.pdf
2019 ACL # optim-sgd, optim-adam, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, struct-cfg, adv-train, task-lm, task-seq2seq, task-relation, task-tree 0 Language Modeling with Shared Grammar Yuyu Zhang, Le Song https://www.aclweb.org/anthology/P19-1437.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, optim-projection, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-elmo, latent-topic, task-textclass 9 The Risk of Racial Bias in Hate Speech Detection Maarten Sap, Dallas Card, Saadia Gabriel, Yejin Choi, Noah A. Smith https://www.aclweb.org/anthology/P19-1163.pdf
2019 ACL # reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, task-seq2seq 1 CNNs found to jump around more skillfully than RNNs: Compositional Generalization in Seq2seq Convolutional Networks Roberto Dessì, Marco Baroni https://www.aclweb.org/anthology/P19-1381.pdf
2019 ACL # optim-adadelta, train-mll, train-transfer, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, comb-ensemble, pre-word2vec, pre-elmo, adv-train, task-lm, task-seq2seq 0 Distilling Discrimination and Generalization Knowledge for Event Detection via Delta-Representation Learning Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun https://www.aclweb.org/anthology/P19-1429.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 # reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-seq2seq 1 Towards Integration of Statistical Hypothesis Tests into Deep Neural Networks Ahmad Aghaebrahimian, Mark Cieliebak https://www.aclweb.org/anthology/P19-1557.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, search-greedy, task-seq2seq, task-tree 16 Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu, Andrea Madotto, Ehsan Hosseini-Asl, Caiming Xiong, Richard Socher, Pascale Fung https://www.aclweb.org/anthology/P19-1078.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seqlab, task-seq2seq 4 Assessing the Ability of Self-Attention Networks to Learn Word Order Baosong Yang, Longyue Wang, Derek F. Wong, Lidia S. Chao, Zhaopeng Tu https://www.aclweb.org/anthology/P19-1354.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, pre-elmo, pre-bert, adv-train, task-textclass, task-lm, task-seq2seq, task-relation 2 Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction Christoph Alt, Marc Hübner, Leonhard Hennig https://www.aclweb.org/anthology/P19-1134.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 # reg-dropout, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, adv-train, task-seq2seq 0 Reference Network for Neural Machine Translation Han Fu, Chenghao Liu, Jianling Sun https://www.aclweb.org/anthology/P19-1287.pdf
2019 ACL # optim-adam, reg-dropout, arch-gru, arch-att, arch-memo, arch-copy, search-greedy, loss-nce, task-seq2seq 0 A Working Memory Model for Task-oriented Dialog Response Generation Xiuyi Chen, Jiaming Xu, Bo Xu https://www.aclweb.org/anthology/P19-1258.pdf
2019 ACL # optim-adam, norm-gradient, arch-gru, arch-att, comb-ensemble, search-beam, task-seq2seq 3 Learning to Abstract for Memory-augmented Conversational Response Generation Zhiliang Tian, Wei Bi, Xiaopeng Li, Nevin L. Zhang https://www.aclweb.org/anthology/P19-1371.pdf
2019 ACL # reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, adv-train, task-seqlab 0 Exploiting Entity BIO Tag Embeddings and Multi-task Learning for Relation Extraction with Imbalanced Data Wei Ye, Bo Li, Rui Xie, Zhonghao Sheng, Long Chen, Shikun Zhang https://www.aclweb.org/anthology/P19-1130.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-gradient, train-mtl, train-mll, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, search-beam, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm 3 GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling Yijin Liu, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou https://www.aclweb.org/anthology/P19-1233.pdf
2019 ACL # optim-adam, optim-projection, train-mll, arch-gru, arch-att, pre-fasttext, adv-train, task-seq2seq, task-lexicon 0 Multilingual Unsupervised NMT using Shared Encoder and Language-Specific Decoders Sukanta Sen, Kamal Kumar Gupta, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/P19-1297.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 # reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, task-textclass, task-seqlab, task-seq2seq 0 Rumor Detection by Exploiting User Credibility Information, Attention and Multi-task Learning Quanzhi Li, Qiong Zhang, Luo Si https://www.aclweb.org/anthology/P19-1113.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-transformer, latent-topic, task-seq2seq 2 Cross-Modal Commentator: Automatic Machine Commenting Based on Cross-Modal Information Pengcheng Yang, Zhihan Zhang, Fuli Luo, Lei Li, Chengyang Huang, Xu Sun https://www.aclweb.org/anthology/P19-1257.pdf
2019 ACL # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-transformer, comb-ensemble, pre-word2vec, task-seqlab, task-lm, task-seq2seq, task-relation 4 Open Vocabulary Learning for Neural Chinese Pinyin IME Zhuosheng Zhang, Yafang Huang, Hai Zhao https://www.aclweb.org/anthology/P19-1154.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-copy, arch-transformer, task-seqlab, task-seq2seq, task-relation 0 Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation Jiangjie Chen, Ao Wang, Haiyun Jiang, Suo Feng, Chenguang Li, Yanghua Xiao https://www.aclweb.org/anthology/P19-1196.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, loss-margin, task-textpair, task-seq2seq, task-relation 1 Sentence-Level Evidence Embedding for Claim Verification with Hierarchical Attention Networks Jing Ma, Wei Gao, Shafiq Joty, Kam-Fai Wong https://www.aclweb.org/anthology/P19-1244.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, 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 # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, struct-crf, task-seqlab, task-seq2seq 1 A Neural Multi-digraph Model for Chinese NER with Gazetteers Ruixue Ding, Pengjun Xie, Xiaoyan Zhang, Wei Lu, Linlin Li, Luo Si https://www.aclweb.org/anthology/P19-1141.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-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, reg-stopping, arch-gru, arch-att, pre-bert, task-seq2seq 0 Determining Relative Argument Specificity and Stance for Complex Argumentative Structures Esin Durmus, Faisal Ladhak, Claire Cardie https://www.aclweb.org/anthology/P19-1456.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-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, arch-copy, arch-coverage, arch-subword, arch-transformer, task-extractive, task-seq2seq, task-tree 1 Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder Ryan Benmalek, Madian Khabsa, Suma Desu, Claire Cardie, Michele Banko https://www.aclweb.org/anthology/P19-1407.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, reg-dropout, arch-rnn, arch-gru, arch-att, arch-selfatt, pre-fasttext, latent-topic, task-textclass, task-lm, task-seq2seq 0 Fine-Grained Spoiler Detection from Large-Scale Review Corpora Mengting Wan, Rishabh Misra, Ndapa Nakashole, Julian McAuley https://www.aclweb.org/anthology/P19-1248.pdf
2019 ACL # optim-adam, train-mll, train-transfer, arch-gru, arch-att, arch-memo, arch-transformer, pre-glove, pre-bert, task-spanlab, task-lm, task-seq2seq, task-alignment 3 XQA: A Cross-lingual Open-domain Question Answering Dataset Jiahua Liu, Yankai Lin, Zhiyuan Liu, Maosong Sun https://www.aclweb.org/anthology/P19-1227.pdf
2019 ACL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-transformer, pre-glove, pre-skipthought, pre-bert, task-textpair, task-lm, task-tree 0 Towards Lossless Encoding of Sentences Gabriele Prato, Mathieu Duchesneau, Sarath Chandar, Alain Tapp https://www.aclweb.org/anthology/P19-1153.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-skipthought, pre-elmo, pre-bert, loss-svd, task-textclass, task-textpair, task-seqlab 2 Robust Representation Learning of Biomedical Names Minh C. Phan, Aixin Sun, Yi Tay https://www.aclweb.org/anthology/P19-1317.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 # init-glorot, arch-rnn, arch-lstm, arch-gru, comb-ensemble, struct-hmm, loss-svd, task-lm 0 Interpolated Spectral NGram Language Models Ariadna Quattoni, Xavier Carreras https://www.aclweb.org/anthology/P19-1594.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-glove, pre-bert, task-spanlab, task-seq2seq 4 Conversing by Reading: Contentful Neural Conversation with On-demand Machine Reading Lianhui Qin, Michel Galley, Chris Brockett, Xiaodong Liu, Xiang Gao, Bill Dolan, Yejin Choi, Jianfeng Gao https://www.aclweb.org/anthology/P19-1539.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 # reg-dropout, reg-patience, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-bert, task-textclass, task-lm 1 Large-Scale Multi-Label Text Classification on EU Legislation Ilias Chalkidis, Emmanouil Fergadiotis, Prodromos Malakasiotis, Ion Androutsopoulos https://www.aclweb.org/anthology/P19-1636.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, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-elmo, task-lm, task-seq2seq, task-lexicon 0 LSTMEmbed: Learning Word and Sense Representations from a Large Semantically Annotated Corpus with Long Short-Term Memories Ignacio Iacobacci, Roberto Navigli https://www.aclweb.org/anthology/P19-1165.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, pre-glove 13 MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations Soujanya Poria, Devamanyu Hazarika, Navonil Majumder, Gautam Naik, Erik Cambria, Rada Mihalcea https://www.aclweb.org/anthology/P19-1050.pdf
2019 ACL # optim-adam, optim-adadelta, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, arch-subword, pre-glove, pre-bert, struct-crf, task-seqlab, task-spanlab, task-lm, task-seq2seq 1 A Lightweight Recurrent Network for Sequence Modeling Biao Zhang, Rico Sennrich https://www.aclweb.org/anthology/P19-1149.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-seqlab, task-seq2seq, task-relation 5 Lattice-Based Transformer Encoder for Neural Machine Translation Fengshun Xiao, Jiangtong Li, Hai Zhao, Rui Wang, Kehai Chen https://www.aclweb.org/anthology/P19-1298.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-gating, arch-memo, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab 3 Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension Yichen Jiang, Nitish Joshi, Yen-Chun Chen, Mohit Bansal https://www.aclweb.org/anthology/P19-1261.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, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-coverage, search-beam, pre-word2vec, task-lm, task-seq2seq 0 Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization Panagiotis Kouris, Georgios Alexandridis, Andreas Stafylopatis https://www.aclweb.org/anthology/P19-1501.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-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-topic, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 2 Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, Yang Song https://www.aclweb.org/anthology/P19-1190.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-fasttext, pre-glove, struct-crf, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation, task-alignment 1 Exploring Sequence-to-Sequence Learning in Aspect Term Extraction Dehong Ma, Sujian Li, Fangzhao Wu, Xing Xie, Houfeng Wang https://www.aclweb.org/anthology/P19-1344.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-adagrad, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-memo, arch-transformer, pre-glove, pre-skipthought, task-textpair, task-lm, task-seq2seq 0 You Only Need Attention to Traverse Trees Mahtab Ahmed, Muhammad Rifayat Samee, Robert E. Mercer https://www.aclweb.org/anthology/P19-1030.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-transformer, pre-word2vec, pre-bert 4 Proactive Human-Machine Conversation with Explicit Conversation Goal Wenquan Wu, Zhen Guo, Xiangyang Zhou, Hua Wu, Xiyuan Zhang, Rongzhong Lian, Haifeng Wang https://www.aclweb.org/anthology/P19-1369.pdf
2019 ACL # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, task-textclass, task-extractive, task-lm, task-seq2seq 11 Is Attention Interpretable? Sofia Serrano, Noah A. Smith https://www.aclweb.org/anthology/P19-1282.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, nondif-reinforce, task-spanlab 1 Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming Data Moonsu Han, Minki Kang, Hyunwoo Jung, Sung Ju Hwang https://www.aclweb.org/anthology/P19-1434.pdf
2019 ACL # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-word2vec, task-seqlab, task-seq2seq 0 Vocabulary Pyramid Network: Multi-Pass Encoding and Decoding with Multi-Level Vocabularies for Response Generation Cao Liu, Shizhu He, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/P19-1367.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-max, arch-rnn, arch-gru, arch-bigru, task-lm, task-seq2seq 1 Numeracy-600K: Learning Numeracy for Detecting Exaggerated Information in Market Comments Chung-Chi Chen, Hen-Hsen Huang, Hiroya Takamura, Hsin-Hsi Chen https://www.aclweb.org/anthology/P19-1635.pdf
2019 ACL # optim-adam, norm-layer, train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 1 A Compact and Language-Sensitive Multilingual Translation Method Yining Wang, Long Zhou, Jiajun Zhang, Feifei Zhai, Jingfang Xu, Chengqing Zong https://www.aclweb.org/anthology/P19-1117.pdf
2019 ACL # optim-adam, train-mtl, train-mll, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, comb-ensemble, struct-crf, task-seq2seq, task-tree 2 Robust Zero-Shot Cross-Domain Slot Filling with Example Values Darsh Shah, Raghav Gupta, Amir Fayazi, Dilek Hakkani-Tur https://www.aclweb.org/anthology/P19-1547.pdf
2019 ACL # optim-adam, optim-projection, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, pre-bert 5 SUMBT: Slot-Utterance Matching for Universal and Scalable Belief Tracking Hwaran Lee, Jinsik Lee, Tae-Yoon Kim https://www.aclweb.org/anthology/P19-1546.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-spanlab, task-lm, task-cloze 116 Multi-Task Deep Neural Networks for Natural Language Understanding Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao https://www.aclweb.org/anthology/P19-1441.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, optim-adadelta, reg-dropout, pool-max, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-memo, search-beam, pre-glove, pre-elmo, pre-bert, task-textpair, task-spanlab, task-seq2seq 4 Multi-Hop Paragraph Retrieval for Open-Domain Question Answering Yair Feldman, Ran El-Yaniv https://www.aclweb.org/anthology/P19-1222.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-memo, pre-word2vec, pre-elmo, pre-bert, task-textclass 4 One Time of Interaction May Not Be Enough: Go Deep with an Interaction-over-Interaction Network for Response Selection in Dialogues Chongyang Tao, Wei Wu, Can Xu, Wenpeng Hu, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/P19-1001.pdf
2019 ACL # arch-lstm, arch-gru, arch-treelstm, arch-att, arch-selfatt, arch-subword, arch-transformer, comb-ensemble, search-beam, pre-fasttext, pre-bert, task-seq2seq 2 Generating Diverse Translations with Sentence Codes Raphael Shu, Hideki Nakayama, Kyunghyun Cho https://www.aclweb.org/anthology/P19-1177.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, 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 # optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-transformer, comb-ensemble, pre-fasttext, task-spanlab, task-seq2seq 1 Token-level Dynamic Self-Attention Network for Multi-Passage Reading Comprehension Yimeng Zhuang, Huadong Wang https://www.aclweb.org/anthology/P19-1218.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, search-beam, pre-glove, pre-elmo, task-spanlab 2 Exploiting Explicit Paths for Multi-hop Reading Comprehension Souvik Kundu, Tushar Khot, Ashish Sabharwal, Peter Clark https://www.aclweb.org/anthology/P19-1263.pdf
2019 ACL # optim-adam, reg-stopping, norm-gradient, train-mtl, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-gating, task-seq2seq, task-relation, task-tree 3 Symbolic Inductive Bias for Visually Grounded Learning of Spoken Language Grzegorz Chrupała https://www.aclweb.org/anthology/P19-1647.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, train-active, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-gating, arch-subword, pre-fasttext, pre-glove, task-lm, task-seq2seq 1 Low-resource Deep Entity Resolution with Transfer and Active Learning Jungo Kasai, Kun Qian, Sairam Gurajada, Yunyao Li, Lucian Popa https://www.aclweb.org/anthology/P19-1586.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, reg-patience, train-mtl, train-mll, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-gating, search-viterbi, pre-glove, struct-crf, adv-examp, task-seqlab, task-lm, task-seq2seq 1 Sentiment Tagging with Partial Labels using Modular Architectures Xiao Zhang, Dan Goldwasser https://www.aclweb.org/anthology/P19-1055.pdf
2019 ACL # optim-adam, arch-rnn, arch-gru, arch-att, comb-ensemble, task-lm, task-seq2seq 2 Dual Supervised Learning for Natural Language Understanding and Generation Shang-Yu Su, Chao-Wei Huang, Yun-Nung Chen https://www.aclweb.org/anthology/P19-1545.pdf
2019 ACL # optim-adam, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, adv-train, task-spanlab, task-lm, task-seq2seq 0 Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online Forums Zi Chai, Xinyu Xing, Xiaojun Wan, Bo Huang https://www.aclweb.org/anthology/P19-1497.pdf
2019 ACL # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-bilinear, pre-glove, pre-elmo, pre-bert, struct-crf, task-seq2seq, task-relation 3 A Unified Linear-Time Framework for Sentence-Level Discourse Parsing Xiang Lin, Shafiq Joty, Prathyusha Jwalapuram, M Saiful Bari https://www.aclweb.org/anthology/P19-1410.pdf
2019 ACL # arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, task-seq2seq, task-tree 5 Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing Ben Bogin, Jonathan Berant, Matt Gardner https://www.aclweb.org/anthology/P19-1448.pdf
2019 ACL # optim-adam, train-mll, train-transfer, train-parallel, arch-gru, arch-subword, adv-train, task-seqlab, task-seq2seq, task-lexicon, task-alignment 0 Better OOV Translation with Bilingual Terminology Mining Matthias Huck, Viktor Hangya, Alexander Fraser https://www.aclweb.org/anthology/P19-1581.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 # arch-gru, arch-att, arch-copy, task-seq2seq 2 Unsupervised Neural Text Simplification Sai Surya, Abhijit Mishra, Anirban Laha, Parag Jain, Karthik Sankaranarayanan https://www.aclweb.org/anthology/P19-1198.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, optim-projection, reg-dropout, pool-max, arch-gru, arch-gnn, arch-cnn, arch-att, arch-coverage, task-seq2seq 0 Learning to Update Knowledge Graphs by Reading News Jizhi Tang, Yansong Feng, Dongyan Zhao https://www.aclweb.org/anthology/D19-1265.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, search-beam, task-spanlab, task-lm, task-seq2seq 0 Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue Chenguang Zhu, Michael Zeng, Xuedong Huang https://www.aclweb.org/anthology/D19-1123.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-att, arch-copy, search-greedy, task-textpair, task-seq2seq 0 Enhancing Neural Data-To-Text Generation Models with External Background Knowledge Shuang Chen, Jinpeng Wang, Xiaocheng Feng, Feng Jiang, Bing Qin, Chin-Yew Lin https://www.aclweb.org/anthology/D19-1299.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 # pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-skipthought, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-cloze 0 UER: An Open-Source Toolkit for Pre-training Models Zhe Zhao, Hui Chen, Jinbin Zhang, Xin Zhao, Tao Liu, Wei Lu, Xi Chen, Haotang Deng, Qi Ju, Xiaoyong Du https://www.aclweb.org/anthology/D19-3041.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 # arch-rnn, arch-gru, arch-att, arch-transformer, pre-bert, task-textclass, task-lm 1 Trouble on the Horizon: Forecasting the Derailment of Online Conversations as they Develop Jonathan P. Chang, Cristian Danescu-Niculescu-Mizil https://www.aclweb.org/anthology/D19-1481.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, struct-crf, task-lm, task-seq2seq 0 A Novel Aspect-Guided Deep Transition Model for Aspect Based Sentiment Analysis Yunlong Liang, Fandong Meng, Jinchao Zhang, Jinan Xu, Yufeng Chen, Jie Zhou https://www.aclweb.org/anthology/D19-1559.pdf
2019 EMNLP # arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Weakly Supervised Attention Networks for Entity Recognition Barun Patra, Joel Ruben Antony Moniz https://www.aclweb.org/anthology/D19-1652.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-coverage, pre-word2vec, struct-crf, task-seq2seq 0 A Knowledge Regularized Hierarchical Approach for Emotion Cause Analysis Chuang Fan, Hongyu Yan, Jiachen Du, Lin Gui, Lidong Bing, Min Yang, Ruifeng Xu, Ruibin Mao https://www.aclweb.org/anthology/D19-1563.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-bilinear, pre-word2vec, pre-elmo, task-seq2seq, task-relation 0 Hierarchical Pointer Net Parsing Linlin Liu, Xiang Lin, Shafiq Joty, Simeng Han, Lidong Bing https://www.aclweb.org/anthology/D19-1093.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-adam, optim-projection, reg-patience, arch-rnn, arch-gru, arch-att, arch-copy, search-beam, task-seq2seq 0 Modeling Multi-Action Policy for Task-Oriented Dialogues Lei Shu, Hu Xu, Bing Liu, Piero Molino https://www.aclweb.org/anthology/D19-1130.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo 0 Aspect-Level Sentiment Analysis Via Convolution over Dependency Tree Kai Sun, Richong Zhang, Samuel Mensah, Yongyi Mao, Xudong Liu https://www.aclweb.org/anthology/D19-1569.pdf
2019 EMNLP # reg-dropout, reg-worddropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-coverage, pre-word2vec, struct-crf, task-textclass, task-lm, task-seq2seq 0 Training Data Augmentation for Detecting Adverse Drug Reactions in User-Generated Content Sepideh Mesbah, Jie Yang, Robert-Jan Sips, Manuel Valle Torre, Christoph Lofi, Alessandro Bozzon, Geert-Jan Houben https://www.aclweb.org/anthology/D19-1239.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-word2vec, pre-bert, task-seqlab, task-seq2seq, task-relation, task-tree 0 A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling Qingrong Xia, Zhenghua Li, Min Zhang https://www.aclweb.org/anthology/D19-1541.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 # optim-projection, reg-dropout, train-mtl, train-parallel, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-memo, arch-coverage, arch-transformer, pre-bert 1 Different Absorption from the Same Sharing: Sifted Multi-task Learning for Fake News Detection Lianwei Wu, Yuan Rao, Haolin Jin, Ambreen Nazir, Ling Sun https://www.aclweb.org/anthology/D19-1471.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, task-textclass, task-seq2seq 0 Learning to Learn and Predict: A Meta-Learning Approach for Multi-Label Classification Jiawei Wu, Wenhan Xiong, William Yang Wang https://www.aclweb.org/anthology/D19-1444.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-sgd, optim-adam, activ-tanh, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, loss-nce, task-seq2seq, task-relation 0 Minimally Supervised Learning of Affective Events Using Discourse Relations Jun Saito, Yugo Murawaki, Sadao Kurohashi https://www.aclweb.org/anthology/D19-1581.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, reg-dropout, train-mtl, train-mll, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-subword, struct-crf, task-seq2seq 0 Modeling Conversation Structure and Temporal Dynamics for Jointly Predicting Rumor Stance and Veracity Penghui Wei, Nan Xu, Wenji Mao https://www.aclweb.org/anthology/D19-1485.pdf
2019 EMNLP # reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-lm 0 DENS: A Dataset for Multi-class Emotion Analysis Chen Liu, Muhammad Osama, Anderson De Andrade https://www.aclweb.org/anthology/D19-1656.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 # optim-adam, arch-rnn, arch-gru, arch-bigru, arch-att, arch-copy, arch-subword, pre-bert, task-textclass, task-lm, task-seq2seq 1 Generating Personalized Recipes from Historical User Preferences Bodhisattwa Prasad Majumder, Shuyang Li, Jianmo Ni, Julian McAuley https://www.aclweb.org/anthology/D19-1613.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 # optim-adam, arch-gru, arch-memo, arch-transformer, pre-bert, task-lm, task-seq2seq 0 WikiCREM: A Large Unsupervised Corpus for Coreference Resolution Vid Kocijan, Oana-Maria Camburu, Ana-Maria Cretu, Yordan Yordanov, Phil Blunsom, Thomas Lukasiewicz https://www.aclweb.org/anthology/D19-1439.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, search-beam, pre-fasttext, pre-bert, task-textclass, task-lm, task-seq2seq, task-cloze 1 Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects Jianmo Ni, Jiacheng Li, Julian McAuley https://www.aclweb.org/anthology/D19-1018.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, 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 # 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-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 # optim-adam, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, task-seq2seq, task-tree 0 Asking Clarification Questions in Knowledge-Based Question Answering Jingjing Xu, Yuechen Wang, Duyu Tang, Nan Duan, Pengcheng Yang, Qi Zeng, Ming Zhou, Xu Sun https://www.aclweb.org/anthology/D19-1172.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-gradient, train-transfer, pool-max, pool-mean, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, search-viterbi, pre-glove, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 CM-Net: A Novel Collaborative Memory Network for Spoken Language Understanding Yijin Liu, Fandong Meng, Jinchao Zhang, Jie Zhou, Yufeng Chen, Jinan Xu https://www.aclweb.org/anthology/D19-1097.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-coverage, pre-glove, pre-bert, struct-crf, task-textclass 0 Detecting Causal Language Use in Science Findings Bei Yu, Yingya Li, Jun Wang https://www.aclweb.org/anthology/D19-1473.pdf
2019 EMNLP # optim-adam, optim-projection, arch-lstm, arch-gru, arch-cnn, pre-word2vec, pre-skipthought, task-textpair, task-lm, task-seq2seq, task-lexicon 0 Incorporating Visual Semantics into Sentence Representations within a Grounded Space Patrick Bordes, Eloi Zablocki, Laure Soulier, Benjamin Piwowarski, Patrick Gallinari https://www.aclweb.org/anthology/D19-1064.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-adagrad, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-bilinear, arch-coverage, search-beam, task-extractive, task-seq2seq 0 How to Write Summaries with Patterns? Learning towards Abstractive Summarization through Prototype Editing Shen Gao, Xiuying Chen, Piji Li, Zhangming Chan, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1388.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, arch-gru, arch-cnn, arch-att, arch-coverage, task-lm 0 Neural News Recommendation with Heterogeneous User Behavior Chuhan Wu, Fangzhao Wu, Mingxiao An, Tao Qi, Jianqiang Huang, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1493.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, init-glorot, reg-dropout, train-mtl, train-transfer, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, adv-train 0 Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network Shuqing Bian, Wayne Xin Zhao, Yang Song, Tao Zhang, Ji-Rong Wen https://www.aclweb.org/anthology/D19-1487.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, train-mtl, train-mll, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-copy, pre-glove, pre-elmo, pre-bert, adv-train, task-spanlab, task-lm, task-seq2seq 2 Adversarial Domain Adaptation for Machine Reading Comprehension Huazheng Wang, Zhe Gan, Xiaodong Liu, Jingjing Liu, Jianfeng Gao, Hongning Wang https://www.aclweb.org/anthology/D19-1254.pdf
2019 EMNLP # reg-dropout, train-transfer, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, task-relation 0 Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction Qinyuan Ye, Liyuan Liu, Maosen Zhang, Xiang Ren https://www.aclweb.org/anthology/D19-1397.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, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove, task-textpair 0 Modeling the Relationship between User Comments and Edits in Document Revision Xuchao Zhang, Dheeraj Rajagopal, Michael Gamon, Sujay Kumar Jauhar, ChangTien Lu https://www.aclweb.org/anthology/D19-1505.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-treelstm, arch-cnn, arch-att, arch-selfatt, arch-subword, pre-glove, task-textclass, task-seq2seq 0 Investigating Dynamic Routing in Tree-Structured LSTM for Sentiment Analysis Jin Wang, Liang-Chih Yu, K. Robert Lai, Xuejie Zhang https://www.aclweb.org/anthology/D19-1343.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, 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-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 # arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, search-beam, adv-train, task-seq2seq 0 Towards Controllable and Personalized Review Generation Pan Li, Alexander Tuzhilin https://www.aclweb.org/anthology/D19-1319.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 # optim-adam, reg-dropout, reg-patience, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-att, arch-selfatt, struct-crf, task-lm, task-seq2seq 0 CASA-NLU: Context-Aware Self-Attentive Natural Language Understanding for Task-Oriented Chatbots Arshit Gupta, Peng Zhang, Garima Lalwani, Mona Diab https://www.aclweb.org/anthology/D19-1127.pdf
2019 EMNLP # optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-word2vec, task-alignment 0 Multi-hop Selector Network for Multi-turn Response Selection in Retrieval-based Chatbots Chunyuan Yuan, Wei Zhou, Mingming Li, Shangwen Lv, Fuqing Zhu, Jizhong Han, Songlin Hu https://www.aclweb.org/anthology/D19-1011.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 # 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 # reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-memo, arch-copy, task-seq2seq 0 Task-Oriented Conversation Generation Using Heterogeneous Memory Networks Zehao Lin, Xinjing Huang, Feng Ji, Haiqing Chen, Yin Zhang https://www.aclweb.org/anthology/D19-1463.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, pre-fasttext, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq 1 The Role of Pragmatic and Discourse Context in Determining Argument Impact Esin Durmus, Faisal Ladhak, Claire Cardie https://www.aclweb.org/anthology/D19-1568.pdf
2019 EMNLP # optim-adam, train-mtl, train-augment, arch-gru, task-lm, task-seq2seq 1 Structuring Latent Spaces for Stylized Response Generation Xiang Gao, Yizhe Zhang, Sungjin Lee, Michel Galley, Chris Brockett, Jianfeng Gao, Bill Dolan https://www.aclweb.org/anthology/D19-1190.pdf
2019 EMNLP # optim-adam, reg-decay, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Who Is Speaking to Whom? Learning to Identify Utterance Addressee in Multi-Party Conversations Ran Le, Wenpeng Hu, Mingyue Shang, Zhenjun You, Lidong Bing, Dongyan Zhao, Rui Yan https://www.aclweb.org/anthology/D19-1199.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-gru, arch-att, arch-copy, pre-glove, task-seq2seq 0 GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue Jun Quan, Deyi Xiong, Bonnie Webber, Changjian Hu https://www.aclweb.org/anthology/D19-1462.pdf
2019 EMNLP # optim-adadelta, reg-stopping, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-fasttext, pre-glove, pre-bert, task-textclass, task-seq2seq 0 Enhancing Local Feature Extraction with Global Representation for Neural Text Classification Guocheng Niu, Hengru Xu, Bolei He, Xinyan Xiao, Hua Wu, Sheng Gao https://www.aclweb.org/anthology/D19-1047.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, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, arch-copy, nondif-minrisk, nondif-reinforce, task-seq2seq 0 Learning the Extraction Order of Multiple Relational Facts in a Sentence with Reinforcement Learning Xiangrong Zeng, Shizhu He, Daojian Zeng, Kang Liu, Shengping Liu, Jun Zhao https://www.aclweb.org/anthology/D19-1035.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, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-selfatt, loss-cca, task-seq2seq 0 Context-aware Interactive Attention for Multi-modal Sentiment and Emotion Analysis Dushyant Singh Chauhan, Md Shad Akhtar, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/D19-1566.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-sgd, init-glorot, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-memo, adv-train 0 Domain-Invariant Feature Distillation for Cross-Domain Sentiment Classification Mengting Hu, Yike Wu, Shiwan Zhao, Honglei Guo, Renhong Cheng, Zhong Su https://www.aclweb.org/anthology/D19-1558.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-norm, pool-max, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, task-textclass, task-seq2seq 1 Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification Chunning Du, Haifeng Sun, Jingyu Wang, Qi Qi, Jianxin Liao, Tong Xu, Ming Liu https://www.aclweb.org/anthology/D19-1551.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, loss-nce, task-textclass, task-textpair, task-lm, task-cloze 0 Multi-label Categorization of Accounts of Sexism using a Neural Framework Pulkit Parikh, Harika Abburi, Pinkesh Badjatiya, Radhika Krishnan, Niyati Chhaya, Manish Gupta, Vasudeva Varma https://www.aclweb.org/anthology/D19-1174.pdf
2019 EMNLP # optim-adam, init-glorot, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gcnn, arch-cnn, arch-att, arch-memo, pre-glove 1 DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Deepanway Ghosal, Navonil Majumder, Soujanya Poria, Niyati Chhaya, Alexander Gelbukh https://www.aclweb.org/anthology/D19-1015.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq, task-relation 0 Recurrent Positional Embedding for Neural Machine Translation Kehai Chen, Rui Wang, Masao Utiyama, Eiichiro Sumita https://www.aclweb.org/anthology/D19-1139.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, meta-arch 1 RNN Architecture Learning with Sparse Regularization Jesse Dodge, Roy Schwartz, Hao Peng, Noah A. Smith https://www.aclweb.org/anthology/D19-1110.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-transformer, pre-glove, pre-bert, task-seq2seq 0 A Challenge Dataset and Effective Models for Aspect-Based Sentiment Analysis Qingnan Jiang, Lei Chen, Ruifeng Xu, Xiang Ao, Min Yang https://www.aclweb.org/anthology/D19-1654.pdf
2019 EMNLP # optim-adagrad, reg-patience, arch-lstm, arch-gru, arch-att, arch-memo, pre-glove 0 Recognizing Conflict Opinions in Aspect-level Sentiment Classification with Dual Attention Networks Xingwei Tan, Yi Cai, Changxi Zhu https://www.aclweb.org/anthology/D19-1342.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-gru, arch-att, pre-glove, task-seq2seq 0 Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference Ahmadreza Mosallanezhad, Ghazaleh Beigi, Huan Liu https://www.aclweb.org/anthology/D19-1240.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-transfer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, pre-bert, task-seq2seq, task-relation, task-tree 0 Leveraging Dependency Forest for Neural Medical Relation Extraction Linfeng Song, Yue Zhang, Daniel Gildea, Mo Yu, Zhiguo Wang, Jinsong Su https://www.aclweb.org/anthology/D19-1020.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-rnn, arch-gru, arch-cnn, arch-att, arch-selfatt, search-beam, task-spanlab, task-lm, task-seq2seq 1 Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation Ze Yang, Can Xu, Wei Wu, Zhoujun Li https://www.aclweb.org/anthology/D19-1512.pdf
2019 EMNLP # optim-adam, optim-projection, arch-rnn, arch-gru, arch-cnn, arch-att, arch-memo, arch-copy, task-spanlab, task-seq2seq 0 DyKgChat: Benchmarking Dialogue Generation Grounding on Dynamic Knowledge Graphs Yi-Lin Tuan, Yun-Nung Chen, Hung-yi Lee https://www.aclweb.org/anthology/D19-1194.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-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 # 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, norm-layer, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-transformer, pre-glove, pre-bert, latent-topic, task-lm, task-seq2seq 1 Knowledge-Enriched Transformer for Emotion Detection in Textual Conversations Peixiang Zhong, Di Wang, Chunyan Miao https://www.aclweb.org/anthology/D19-1016.pdf
2019 EMNLP # optim-adam, reg-dropout, train-transfer, train-augment, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-transformer, pre-bert, pre-use, task-textpair, task-lm, task-seq2seq, task-relation 0 Keep Calm and Switch On! Preserving Sentiment and Fluency in Semantic Text Exchange Steven Y. Feng, Aaron W. Li, Jesse Hoey https://www.aclweb.org/anthology/D19-1272.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-gru, arch-att, arch-transformer, task-lm, task-seq2seq 0 Controlling Sequence-to-Sequence Models - A Demonstration on Neural-based Acrostic Generator Liang-Hsin Shen, Pei-Lun Tai, Chao-Chung Wu, Shou-De Lin https://www.aclweb.org/anthology/D19-3008.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, pre-glove, pre-bert, task-seq2seq, task-graph 0 Enhancing AMR-to-Text Generation with Dual Graph Representations Leonardo F. R. Ribeiro, Claire Gardent, Iryna Gurevych https://www.aclweb.org/anthology/D19-1314.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, activ-tanh, arch-lstm, arch-gru, arch-cnn, arch-att, arch-memo, pre-glove, pre-bert, task-lm, task-seq2seq, task-relation 1 Syntax-Aware Aspect Level Sentiment Classification with Graph Attention Networks Binxuan Huang, Kathleen Carley https://www.aclweb.org/anthology/D19-1549.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-adadelta, optim-projection, reg-dropout, arch-rnn, arch-gru, arch-att, pre-glove, struct-crf, task-textclass, task-seq2seq 0 Predicting Discourse Structure using Distant Supervision from Sentiment Patrick Huber, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1235.pdf
2019 EMNLP # train-transfer, pool-max, arch-rnn, arch-lstm, arch-gru, arch-gnn, arch-att, task-textclass, task-relation 0 Hierarchical Attention Prototypical Networks for Few-Shot Text Classification Shengli Sun, Qingfeng Sun, Kevin Zhou, Tengchao Lv https://www.aclweb.org/anthology/D19-1045.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 # init-glorot, train-transfer, pool-mean, arch-gru, arch-att, pre-bert, task-seq2seq 0 WSLLN:Weakly Supervised Natural Language Localization Networks Mingfei Gao, Larry Davis, Richard Socher, Caiming Xiong https://www.aclweb.org/anthology/D19-1157.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, arch-rnn, arch-gru, comb-ensemble 0 A Practical Dialogue-Act-Driven Conversation Model for Multi-Turn Response Selection Harshit Kumar, Arvind Agarwal, Sachindra Joshi https://www.aclweb.org/anthology/D19-1205.pdf
2019 EMNLP # optim-adam, reg-stopping, arch-rnn, arch-lstm, arch-gru, nondif-reinforce, task-seq2seq 3 EGG: a toolkit for research on Emergence of lanGuage in Games Eugene Kharitonov, Rahma Chaabouni, Diane Bouchacourt, Marco Baroni https://www.aclweb.org/anthology/D19-3010.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, 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 # arch-rnn, arch-gru, arch-bigru, arch-gnn, arch-att, task-seq2seq 0 CaRe: Open Knowledge Graph Embeddings Swapnil Gupta, Sreyash Kenkre, Partha Talukdar https://www.aclweb.org/anthology/D19-1036.pdf
2019 EMNLP # optim-adam, train-mtl, arch-rnn, arch-gru, arch-att, latent-topic, task-extractive, task-seq2seq 0 Subtopic-driven Multi-Document Summarization Xin Zheng, Aixin Sun, Jing Li, Karthik Muthuswamy https://www.aclweb.org/anthology/D19-1311.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-adam, reg-dropout, reg-norm, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seq2seq 0 Multi-Task Stance Detection with Sentiment and Stance Lexicons Yingjie Li, Cornelia Caragea https://www.aclweb.org/anthology/D19-1657.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 # train-mtl, arch-gru, arch-bigru, arch-att, arch-selfatt, arch-transformer, pre-bert 1 SUM-QE: a BERT-based Summary Quality Estimation Model Stratos Xenouleas, Prodromos Malakasiotis, Marianna Apidianaki, Ion Androutsopoulos https://www.aclweb.org/anthology/D19-1618.pdf
2019 EMNLP # reg-dropout, reg-stopping, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 1 Joey NMT: A Minimalist NMT Toolkit for Novices Julia Kreutzer, Joost Bastings, Stefan Riezler https://www.aclweb.org/anthology/D19-3019.pdf
2019 EMNLP # optim-sgd, init-glorot, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, arch-memo, search-viterbi, struct-crf, task-seqlab, task-relation 0 Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph Xinzhu Lin, Xiahui He, Qin Chen, Huaixiao Tou, Zhongyu Wei, Ting Chen https://www.aclweb.org/anthology/D19-1508.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, pre-word2vec, pre-glove, task-textclass, task-textpair, task-seq2seq 0 You Shall Know a User by the Company It Keeps: Dynamic Representations for Social Media Users in NLP Marco Del Tredici, Diego Marcheggiani, Sabine Schulte im Walde, Raquel Fernández https://www.aclweb.org/anthology/D19-1477.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 # reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-gating, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, task-textclass, task-seqlab, task-seq2seq, meta-arch 1 NeuronBlocks: Building Your NLP DNN Models Like Playing Lego Ming Gong, Linjun Shou, Wutao Lin, Zhijie Sang, Quanjia Yan, Ze Yang, Feixiang Cheng, Daxin Jiang https://www.aclweb.org/anthology/D19-3028.pdf
2019 EMNLP # train-mtl, arch-rnn, arch-lstm, arch-gru, arch-cnn, pre-bert, task-extractive 1 Countering the Effects of Lead Bias in News Summarization via Multi-Stage Training and Auxiliary Losses Matt Grenander, Yue Dong, Jackie Chi Kit Cheung, Annie Louis https://www.aclweb.org/anthology/D19-1620.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mtl, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-att, comb-ensemble, search-beam, search-viterbi, pre-bert, struct-hmm, struct-crf, task-textclass, task-seqlab, task-seq2seq 0 Leveraging Medical Literature for Section Prediction in Electronic Health Records Sara Rosenthal, Ken Barker, Zhicheng Liang https://www.aclweb.org/anthology/D19-1492.pdf
2019 EMNLP # optim-adam, train-transfer, arch-rnn, arch-gru, arch-att, task-lm, task-seq2seq 0 How to Build User Simulators to Train RL-based Dialog Systems Weiyan Shi, Kun Qian, Xuewei Wang, Zhou Yu https://www.aclweb.org/anthology/D19-1206.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-seqlab, task-relation 0 Talk2Car: Taking Control of Your Self-Driving Car Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool, Marie-Francine Moens https://www.aclweb.org/anthology/D19-1215.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-sgd, optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, struct-cfg, task-textclass, task-textpair, task-lm, task-seq2seq, task-tree 0 PaLM: A Hybrid Parser and Language Model Hao Peng, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/D19-1376.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, pre-glove, pre-bert, struct-crf, task-extractive, task-seq2seq, task-relation 0 Extractive Summarization of Long Documents by Combining Global and Local Context Wen Xiao, Giuseppe Carenini https://www.aclweb.org/anthology/D19-1298.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 # optim-adam, optim-projection, reg-dropout, arch-gru, arch-cnn, arch-att, arch-selfatt 0 Neural News Recommendation with Multi-Head Self-Attention Chuhan Wu, Fangzhao Wu, Suyu Ge, Tao Qi, Yongfeng Huang, Xing Xie https://www.aclweb.org/anthology/D19-1671.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-projection, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, pre-elmo, task-seq2seq 0 Deep Ordinal Regression for Pledge Specificity Prediction Shivashankar Subramanian, Trevor Cohn, Timothy Baldwin https://www.aclweb.org/anthology/D19-1182.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-gnn, arch-cnn, arch-att, pre-word2vec, pre-fasttext, task-textclass, task-seq2seq 0 ProSeqo: Projection Sequence Networks for On-Device Text Classification Zornitsa Kozareva, Sujith Ravi https://www.aclweb.org/anthology/D19-1402.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 # optim-sgd, optim-adam, reg-dropout, train-mtl, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-coverage, pre-word2vec, latent-topic, task-spanlab, task-seq2seq 0 A Neural Citation Count Prediction Model based on Peer Review Text Siqing Li, Wayne Xin Zhao, Eddy Jing Yin, Ji-Rong Wen https://www.aclweb.org/anthology/D19-1497.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, train-mll, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-memo, pre-skipthought, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq 0 Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Representations Mingda Chen, Zewei Chu, Kevin Gimpel https://www.aclweb.org/anthology/D19-1060.pdf
2019 EMNLP # arch-gru, arch-att, arch-subword, arch-transformer, search-beam, task-seq2seq 2 Simpler and Faster Learning of Adaptive Policies for Simultaneous Translation Baigong Zheng, Renjie Zheng, Mingbo Ma, Liang Huang https://www.aclweb.org/anthology/D19-1137.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-adam, optim-projection, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, search-beam, struct-crf, task-textclass, task-lm, task-seq2seq 5 Improving Lemmatization of Non-Standard Languages with Joint Learning Enrique Manjavacas, Ákos Kádár, Mike Kestemont https://www.aclweb.org/anthology/N19-1153.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-word2vec, struct-crf, task-textclass, task-seq2seq 3 HiGRU: Hierarchical Gated Recurrent Units for Utterance-Level Emotion Recognition Wenxiang Jiao, Haiqin Yang, Irwin King, Michael R. Lyu https://www.aclweb.org/anthology/N19-1037.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-sgd, optim-adam, reg-dropout, train-mtl, arch-rnn, arch-lstm, arch-gru, arch-att, arch-coverage, arch-transformer, pre-glove, pre-elmo, task-lm 3 Recursive Routing Networks: Learning to Compose Modules for Language Understanding Ignacio Cases, Clemens Rosenbaum, Matthew Riemer, Atticus Geiger, Tim Klinger, Alex Tamkin, Olivia Li, Sandhini Agarwal, Joshua D. Greene, Dan Jurafsky, Christopher Potts, Lauri Karttunen https://www.aclweb.org/anthology/N19-1365.pdf
2019 NAA-CL # optim-adam, reg-stopping, pool-max, arch-rnn, arch-lstm, arch-gru, arch-att, pre-word2vec, pre-glove, struct-crf, task-lm, task-seq2seq 0 Early Rumour Detection Kaimin Zhou, Chang Shu, Binyang Li, Jey Han Lau https://www.aclweb.org/anthology/N19-1163.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mll, arch-rnn, arch-gru, arch-bigru, arch-att, arch-selfatt, latent-topic, task-textpair 2 Train One Get One Free: Partially Supervised Neural Network for Bug Report Duplicate Detection and Clustering Lahari Poddar, Leonardo Neves, William Brendel, Luis Marujo, Sergey Tulyakov, Pradeep Karuturi https://www.aclweb.org/anthology/N19-2020.pdf
2019 NAA-CL # optim-adam, optim-projection, reg-dropout, norm-batch, pool-max, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-glove, nondif-reinforce, task-seq2seq, task-tree 4 Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases Yu Chen, Lingfei Wu, Mohammed J. Zaki https://www.aclweb.org/anthology/N19-1299.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 # optim-adam, optim-projection, reg-dropout, norm-gradient, arch-rnn, arch-birnn, arch-lstm, arch-gru, arch-treelstm, arch-att, arch-memo, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-beam, task-seq2seq, task-relation 3 Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations Meishan Zhang, Zhenghua Li, Guohong Fu, Min Zhang https://www.aclweb.org/anthology/N19-1118.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-adadelta, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-cnn, arch-att, pre-glove, pre-elmo, pre-bert, task-lm 4 Structural Scaffolds for Citation Intent Classification in Scientific Publications Arman Cohan, Waleed Ammar, Madeleine van Zuylen, Field Cady https://www.aclweb.org/anthology/N19-1361.pdf
2019 NAA-CL # train-mtl, train-mll, train-transfer, arch-rnn, arch-gru, arch-att, arch-selfatt, adv-train, task-relation, task-tree 1 Robust Semantic Parsing with Adversarial Learning for Domain Generalization Gabriel Marzinotto, Géraldine Damnati, Frédéric Béchet, Benoît Favre https://www.aclweb.org/anthology/N19-2021.pdf
2019 NAA-CL # reg-patience, arch-rnn, arch-gru, pre-glove 2 Frowning Frodo, Wincing Leia, and a Seriously Great Friendship: Learning to Classify Emotional Relationships of Fictional Characters Evgeny Kim, Roman Klinger https://www.aclweb.org/anthology/N19-1067.pdf
2019 NAA-CL # optim-sgd, optim-adam, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-gating, arch-energy, search-viterbi, pre-word2vec, pre-skipthought, struct-hmm, struct-crf, adv-train, task-textclass, task-seq2seq 0 Adaptation of Hierarchical Structured Models for Speech Act Recognition in Asynchronous Conversation Tasnim Mohiuddin, Thanh-Tung Nguyen, Shafiq Joty https://www.aclweb.org/anthology/N19-1134.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-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-cnn, arch-att, arch-coverage, comb-ensemble, pre-glove, task-textclass 0 Predicting Helpful Posts in Open-Ended Discussion Forums: A Neural Architecture Kishaloy Halder, Min-Yen Kan, Kazunari Sugiyama https://www.aclweb.org/anthology/N19-1318.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-norm, arch-rnn, arch-gru, arch-att, search-beam, loss-nce, task-textclass, task-seq2seq 3 Adapting RNN Sequence Prediction Model to Multi-label Set Prediction Kechen Qin, Cheng Li, Virgil Pavlu, Javed Aslam https://www.aclweb.org/anthology/N19-1321.pdf
2019 NAA-CL # optim-adam, init-glorot, norm-layer, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-transformer, task-extractive, task-seq2seq, task-relation 4 Single Document Summarization as Tree Induction Yang Liu, Ivan Titov, Mirella Lapata https://www.aclweb.org/anthology/N19-1173.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-cnn, arch-att, arch-subword, pre-fasttext, task-textclass, task-seqlab 1 Detecting Customer Complaint Escalation with Recurrent Neural Networks and Manually-Engineered Features Wei Yang, Luchen Tan, Chunwei Lu, Anqi Cui, Han Li, Xi Chen, Kun Xiong, Muzi Wang, Ming Li, Jian Pei, Jimmy Lin https://www.aclweb.org/anthology/N19-2008.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-gru, arch-bigru, arch-att, arch-memo, arch-copy, search-beam, latent-topic, task-seq2seq 2 Microblog Hashtag Generation via Encoding Conversation Contexts Yue Wang, Jing Li, Irwin King, Michael R. Lyu, Shuming Shi https://www.aclweb.org/anthology/N19-1164.pdf
2019 NAA-CL # optim-adam, train-mtl, arch-lstm, arch-gru, search-beam, task-lm, task-seq2seq 8 Jointly Optimizing Diversity and Relevance in Neural Response Generation Xiang Gao, Sungjin Lee, Yizhe Zhang, Chris Brockett, Michel Galley, Jianfeng Gao, Bill Dolan https://www.aclweb.org/anthology/N19-1125.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 # reg-stopping, reg-patience, train-augment, arch-gru, arch-att, arch-coverage, task-seq2seq 1 Training Data Augmentation for Context-Sensitive Neural Lemmatizer Using Inflection Tables and Raw Text Toms Bergmanis, Sharon Goldwater https://www.aclweb.org/anthology/N19-1418.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, pre-glove, task-spanlab, task-lm, task-seq2seq 0 The Lower The Simpler: Simplifying Hierarchical Recurrent Models Chao Wang, Hui Jiang https://www.aclweb.org/anthology/N19-1402.pdf
2019 NAA-CL # arch-rnn, arch-gru, arch-cnn, arch-att, nondif-reinforce 0 Posterior-regularized REINFORCE for Instance Selection in Distant Supervision Qi Zhang, Siliang Tang, Xiang Ren, Fei Wu, Shiliang Pu, Yueting Zhuang https://www.aclweb.org/anthology/N19-1290.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-patience, arch-rnn, arch-gru, arch-att, task-textclass, task-seq2seq, task-tree 4 Inferring Which Medical Treatments Work from Reports of Clinical Trials Eric Lehman, Jay DeYoung, Regina Barzilay, Byron C. Wallace https://www.aclweb.org/anthology/N19-1371.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-gru, arch-bigru, arch-att, arch-memo, arch-copy, task-lm, task-seq2seq 0 Disentangling Language and Knowledge in Task-Oriented Dialogs Dinesh Raghu, Nikhil Gupta, Mausam https://www.aclweb.org/anthology/N19-1126.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, arch-lstm, arch-gru, arch-bigru, arch-att, arch-selfatt, pre-glove 3 Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis Md Shad Akhtar, Dushyant Chauhan, Deepanway Ghosal, Soujanya Poria, Asif Ekbal, Pushpak Bhattacharyya https://www.aclweb.org/anthology/N19-1034.pdf
2019 NAA-CL # optim-adam, reg-dropout, train-mtl, train-transfer, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-selfatt, arch-gating, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-spanlab, task-lm, task-seq2seq 4 Multi-task Learning with Sample Re-weighting for Machine Reading Comprehension Yichong Xu, Xiaodong Liu, Yelong Shen, Jingjing Liu, Jianfeng Gao https://www.aclweb.org/anthology/N19-1271.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-gru, arch-att, arch-memo, pre-elmo, task-spanlab, task-seq2seq 7 BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question Answering Yu Cao, Meng Fang, Dacheng Tao https://www.aclweb.org/anthology/N19-1032.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-labelsmooth, arch-rnn, arch-gru, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, task-seq2seq 9 Selective Attention for Context-aware Neural Machine Translation Sameen Maruf, André F. T. Martins, Gholamreza Haffari https://www.aclweb.org/anthology/N19-1313.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 # optim-adam, reg-decay, train-augment, arch-lstm, arch-bilstm, arch-gru, arch-bigru, arch-att, arch-selfatt, comb-ensemble, pre-glove 0 On Knowledge distillation from complex networks for response prediction Siddhartha Arora, Mitesh M. Khapra, Harish G. Ramaswamy https://www.aclweb.org/anthology/N19-1382.pdf
2019 NAA-CL # optim-adam, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-coverage, adv-examp, task-textclass, task-textpair, task-spanlab, task-seq2seq 10 Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets Nelson F. Liu, Roy Schwartz, Noah A. Smith https://www.aclweb.org/anthology/N19-1225.pdf
2019 NAA-CL # reg-dropout, norm-gradient, train-mtl, train-mll, arch-rnn, arch-lstm, arch-gru, arch-att, arch-selfatt, arch-residual, comb-ensemble, task-seq2seq, task-relation 0 Multi-Task Learning for Japanese Predicate Argument Structure Analysis Hikaru Omori, Mamoru Komachi https://www.aclweb.org/anthology/N19-1344.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, reg-stopping, reg-patience, reg-norm, arch-rnn, arch-lstm, arch-gru, arch-att, arch-copy, comb-ensemble, pre-glove, struct-crf, latent-topic, task-extractive 0 Glocal: Incorporating Global Information in Local Convolution for Keyphrase Extraction Animesh Prasad, Min-Yen Kan https://www.aclweb.org/anthology/N19-1182.pdf