Year Conf. Topic Cited Paper Authors Url
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, optim-adagrad, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-copy, arch-coverage, comb-ensemble, search-beam, task-lm, task-seq2seq 3 Data-to-text Generation with Entity Modeling Ratish Puduppully, Li Dong, Mirella Lapata https://www.aclweb.org/anthology/P19-1195.pdf
2019 ACL # optim-adagrad, reg-dropout, norm-batch, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, task-lm, task-seq2seq 0 Training Hybrid Language Models by Marginalizing over Segmentations Edouard Grave, Sainbayar Sukhbaatar, Piotr Bojanowski, Armand Joulin https://www.aclweb.org/anthology/P19-1143.pdf
2019 ACL # optim-adam, optim-adagrad, train-mll, arch-coverage, arch-subword, pre-fasttext, pre-elmo, task-lm, task-seq2seq 2 Multilingual and Cross-Lingual Graded Lexical Entailment Ivan Vulić, Simone Paolo Ponzetto, Goran Glavaš https://www.aclweb.org/anthology/P19-1490.pdf
2019 ACL # optim-adagrad, reg-dropout, train-mll, pool-mean, arch-gnn, arch-att, arch-selfatt, arch-subword, loss-triplet 7 Multi-Channel Graph Neural Network for Entity Alignment Yixin Cao, Zhiyuan Liu, Chengjiang Li, Zhiyuan Liu, Juanzi Li, Tat-Seng Chua https://www.aclweb.org/anthology/P19-1140.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 # optim-adagrad, train-augment, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-coverage, search-beam, task-seq2seq 0 On the Summarization of Consumer Health Questions Asma Ben Abacha, Dina Demner-Fushman https://www.aclweb.org/anthology/P19-1215.pdf
2019 ACL # optim-adagrad, reg-dropout, arch-rnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, search-beam, task-lm, task-condlm, task-seq2seq 1 Informative Image Captioning with External Sources of Information Sanqiang Zhao, Piyush Sharma, Tomer Levinboim, Radu Soricut https://www.aclweb.org/anthology/P19-1650.pdf
2019 ACL # optim-adagrad, train-mtl, train-transfer, pool-max, arch-rnn, arch-cnn, arch-att, arch-residual, arch-subword, pre-word2vec, pre-elmo 0 Employing the Correspondence of Relations and Connectives to Identify Implicit Discourse Relations via Label Embeddings Linh The Nguyen, Linh Van Ngo, Khoat Than, Thien Huu Nguyen https://www.aclweb.org/anthology/P19-1411.pdf
2019 ACL # optim-sgd, optim-adagrad, train-mtl, arch-recnn, arch-cnn, arch-att, pre-glove 1 Model-Agnostic Meta-Learning for Relation Classification with Limited Supervision Abiola Obamuyide, Andreas Vlachos https://www.aclweb.org/anthology/P19-1589.pdf
2019 ACL # optim-adagrad, reg-decay, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, adv-train, task-textpair, task-seqlab 5 OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs Seungwhan Moon, Pararth Shah, Anuj Kumar, Rajen Subba https://www.aclweb.org/anthology/P19-1081.pdf
2019 ACL # optim-adagrad, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, latent-topic, task-seq2seq 2 BIGPATENT: A Large-Scale Dataset for Abstractive and Coherent Summarization Eva Sharma, Chen Li, Lu Wang https://www.aclweb.org/anthology/P19-1212.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-adagrad, reg-dropout, reg-norm, norm-gradient, train-mtl, arch-lstm, arch-bilstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, pre-glove, task-seq2seq, task-graph 0 Tree Communication Models for Sentiment Analysis Yuan Zhang, Yue Zhang https://www.aclweb.org/anthology/P19-1342.pdf
2019 ACL # optim-adam, optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-memo, arch-subword, arch-transformer, search-beam, task-seq2seq, task-tree 1 Improving Multi-turn Dialogue Modelling with Utterance ReWriter Hui Su, Xiaoyu Shen, Rongzhi Zhang, Fei Sun, Pengwei Hu, Cheng Niu, Jie Zhou https://www.aclweb.org/anthology/P19-1003.pdf
2019 ACL # optim-adagrad, init-glorot, norm-gradient, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textclass, task-seq2seq 1 Evaluating Discourse in Structured Text Representations Elisa Ferracane, Greg Durrett, Junyi Jessy Li, Katrin Erk https://www.aclweb.org/anthology/P19-1062.pdf
2019 ACL # optim-adam, optim-adagrad, reg-dropout, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-paravec, task-seq2seq 9 Hierarchical Transformers for Multi-Document Summarization Yang Liu, Mirella Lapata https://www.aclweb.org/anthology/P19-1500.pdf
2019 ACL # optim-adagrad, reg-dropout, arch-att, arch-selfatt, arch-transformer, task-lm, task-seq2seq 11 Adaptive Attention Span in Transformers Sainbayar Sukhbaatar, Edouard Grave, Piotr Bojanowski, Armand Joulin https://www.aclweb.org/anthology/P19-1032.pdf
2019 EMNLP # optim-adagrad, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-att, arch-bilinear, pre-glove, task-textclass, task-relation, task-tree 0 Event Representation Learning Enhanced with External Commonsense Knowledge Xiao Ding, Kuo Liao, Ting Liu, Zhongyang Li, Junwen Duan https://www.aclweb.org/anthology/D19-1495.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, pre-word2vec, pre-glove, task-textpair, task-seq2seq, task-relation 0 Bridging the Defined and the Defining: Exploiting Implicit Lexical Semantic Relations in Definition Modeling Koki Washio, Satoshi Sekine, Tsuneaki Kato https://www.aclweb.org/anthology/D19-1357.pdf
2019 EMNLP # optim-adagrad, optim-projection, reg-dropout, reg-stopping, train-mtl, train-transfer, arch-lstm, arch-att, arch-memo, task-seq2seq 4 CAN: Constrained Attention Networks for Multi-Aspect Sentiment Analysis Mengting Hu, Shiwan Zhao, Li Zhang, Keke Cai, Zhong Su, Renhong Cheng, Xiaowei Shen https://www.aclweb.org/anthology/D19-1467.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-adagrad, arch-lstm, arch-bilstm, arch-att, arch-coverage, task-extractive, task-condlm, task-seq2seq 0 Attention Optimization for Abstractive Document Summarization Min Gui, Junfeng Tian, Rui Wang, Zhenglu Yang https://www.aclweb.org/anthology/D19-1117.pdf
2019 EMNLP # optim-adam, optim-adagrad, norm-layer, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, search-beam, pre-glove, pre-paravec, adv-train, latent-topic, task-textpair, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 0 Topic-Guided Coherence Modeling for Sentence Ordering by Preserving Global and Local Information Byungkook Oh, Seungmin Seo, Cheolheon Shin, Eunju Jo, Kyong-Ho Lee https://www.aclweb.org/anthology/D19-1232.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, arch-att, pre-glove, struct-crf, loss-nce, task-lm, task-seq2seq 0 Linguistic Versus Latent Relations for Modeling Coherent Flow in Paragraphs Dongyeop Kang, Eduard Hovy https://www.aclweb.org/anthology/D19-1589.pdf
2019 EMNLP # optim-adagrad, arch-rnn, arch-lstm, arch-att, arch-copy, pre-bert, nondif-reinforce, task-extractive, task-spanlab, task-lm, task-condlm, task-seq2seq 1 Answers Unite! Unsupervised Metrics for Reinforced Summarization Models Thomas Scialom, Sylvain Lamprier, Benjamin Piwowarski, Jacopo Staiano https://www.aclweb.org/anthology/D19-1320.pdf
2019 EMNLP # optim-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-sgd, optim-adam, optim-adagrad, optim-projection, reg-dropout, train-mll, arch-rnn, arch-cnn, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textclass, task-lm, task-lexicon 0 Cross-lingual Semantic Specialization via Lexical Relation Induction Edoardo Maria Ponti, Ivan Vulić, Goran Glavaš, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1226.pdf
2019 EMNLP # optim-adagrad, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-copy, arch-coverage, search-beam, task-lm, task-seq2seq, task-graph 0 Concept Pointer Network for Abstractive Summarization Wenbo Wang, Yang Gao, Heyan Huang, Yuxiang Zhou https://www.aclweb.org/anthology/D19-1304.pdf
2019 EMNLP # optim-adagrad, init-glorot, train-augment, arch-lstm, arch-att, arch-selfatt, task-textclass, task-textpair, task-seq2seq 1 Induction Networks for Few-Shot Text Classification Ruiying Geng, Binhua Li, Yongbin Li, Xiaodan Zhu, Ping Jian, Jian Sun https://www.aclweb.org/anthology/D19-1403.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-adagrad, optim-projection, reg-norm, arch-lstm, arch-bilstm, arch-memo, pre-glove, latent-topic, task-lexicon 1 Sentence Embedding Alignment for Lifelong Relation Extraction Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo, Shiyu Chang, William Yang Wang https://www.aclweb.org/anthology/N19-1086.pdf
2019 NAA-CL # optim-adam, optim-adagrad, optim-adadelta, optim-projection, reg-dropout, reg-norm, train-mll, train-active, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-gating, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation, task-lexicon 7 Polyglot Contextual Representations Improve Crosslingual Transfer Phoebe Mulcaire, Jungo Kasai, Noah A. Smith https://www.aclweb.org/anthology/N19-1392.pdf
2019 NAA-CL # optim-adagrad, reg-dropout, reg-stopping, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-subword, arch-transformer, search-beam, task-condlm, task-seq2seq 2 Learning to Stop in Structured Prediction for Neural Machine Translation Mingbo Ma, Renjie Zheng, Liang Huang https://www.aclweb.org/anthology/N19-1187.pdf
2019 NAA-CL # optim-adam, optim-adagrad, arch-lstm, arch-att, arch-coverage, search-beam, task-extractive, task-seq2seq, task-tree 4 Question Answering as an Automatic Evaluation Metric for News Article Summarization Matan Eyal, Tal Baumel, Michael Elhadad https://www.aclweb.org/anthology/N19-1395.pdf
2019 NAA-CL # optim-adagrad, reg-stopping, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-att, struct-crf, task-seq2seq 3 Scaling Multi-Domain Dialogue State Tracking via Query Reformulation Pushpendre Rastogi, Arpit Gupta, Tongfei Chen, Mathias Lambert https://www.aclweb.org/anthology/N19-2013.pdf