Year Conf. Topic Cited Paper Authors Url
2019 ACL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-transformer, task-seq2seq 2 Incremental Transformer with Deliberation Decoder for Document Grounded Conversations Zekang Li, Cheng Niu, Fandong Meng, Yang Feng, Qian Li, Jie Zhou https://www.aclweb.org/anthology/P19-1002.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-memo, arch-transformer, comb-ensemble, search-beam, pre-bert, latent-vae, task-condlm, task-seq2seq 1 Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems Hung Le, Doyen Sahoo, Nancy Chen, Steven Hoi https://www.aclweb.org/anthology/P19-1564.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-active, arch-lstm, arch-bilstm, arch-att, pre-glove, pre-elmo, pre-bert, struct-crf, task-lm 0 Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions Amirreza Shirani, Franck Dernoncourt, Paul Asente, Nedim Lipka, Seokhwan Kim, Jose Echevarria, Thamar Solorio https://www.aclweb.org/anthology/P19-1112.pdf
2019 ACL # reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-transformer, comb-ensemble, pre-glove, pre-elmo, pre-bert, task-relation 8 Head-Driven Phrase Structure Grammar Parsing on Penn Treebank Junru Zhou, Hai Zhao https://www.aclweb.org/anthology/P19-1230.pdf
2019 ACL # norm-layer, train-mll, train-transfer, arch-att, arch-subword, arch-transformer, task-textclass, task-spanlab, task-lm, task-seq2seq 5 Large-Scale Transfer Learning for Natural Language Generation Sergey Golovanov, Rauf Kurbanov, Sergey Nikolenko, Kyryl Truskovskyi, Alexander Tselousov, Thomas Wolf https://www.aclweb.org/anthology/P19-1608.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-transfer, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, task-seq2seq, task-relation 1 Neural Machine Translation with Reordering Embeddings Kehai Chen, Rui Wang, Masao Utiyama, Eiichiro Sumita https://www.aclweb.org/anthology/P19-1174.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 # optim-adam, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-coverage, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq 2 Improving Abstractive Document Summarization with Salient Information Modeling Yongjian You, Weijia Jia, Tianyi Liu, Wenmian Yang https://www.aclweb.org/anthology/P19-1205.pdf
2019 ACL # optim-adam, reg-dropout, reg-decay, norm-layer, train-augment, arch-gnn, arch-att, arch-selfatt, arch-copy, arch-transformer, search-greedy, pre-glove, pre-bert, task-textclass, task-lm, task-seq2seq, task-tree, task-graph 2 Generating Logical Forms from Graph Representations of Text and Entities Peter Shaw, Philip Massey, Angelica Chen, Francesco Piccinno, Yasemin Altun https://www.aclweb.org/anthology/P19-1010.pdf
2019 ACL # optim-adam, reg-dropout, norm-layer, train-augment, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, task-lm, task-seq2seq 7 Learning Deep Transformer Models for Machine Translation Qiang Wang, Bei Li, Tong Xiao, Jingbo Zhu, Changliang Li, Derek F. Wong, Lidia S. Chao https://www.aclweb.org/anthology/P19-1176.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, 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, reg-stopping, norm-layer, train-mtl, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-memo, arch-copy, arch-transformer, search-beam, latent-vae, task-lm, task-seq2seq, task-tree 4 Decomposable Neural Paraphrase Generation Zichao Li, Xin Jiang, Lifeng Shang, Qun Liu https://www.aclweb.org/anthology/P19-1332.pdf
2019 ACL # optim-adam, 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, 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, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, arch-rnn, arch-lstm, arch-treelstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-energy, arch-transformer, search-beam, task-seq2seq 2 Self-Attentional Models for Lattice Inputs Matthias Sperber, Graham Neubig, Ngoc-Quan Pham, Alex Waibel https://www.aclweb.org/anthology/P19-1115.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-parallel, arch-rnn, arch-lstm, arch-att, arch-subword, search-beam, task-seq2seq, task-alignment 10 Monotonic Infinite Lookback Attention for Simultaneous Machine Translation Naveen Arivazhagan, Colin Cherry, Wolfgang Macherey, Chung-Cheng Chiu, Semih Yavuz, Ruoming Pang, Wei Li, Colin Raffel https://www.aclweb.org/anthology/P19-1126.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, reg-stopping, norm-layer, pool-max, arch-rnn, arch-lstm, arch-att, comb-ensemble, search-viterbi, struct-crf, struct-cfg, latent-vae, task-seqlab, task-lm, task-graph 4 Compound Probabilistic Context-Free Grammars for Grammar Induction Yoon Kim, Chris Dyer, Alexander Rush https://www.aclweb.org/anthology/P19-1228.pdf
2019 ACL # optim-adam, optim-projection, norm-layer, train-mll, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert, task-seq2seq 9 Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention Wenhu Chen, Jianshu Chen, Pengda Qin, Xifeng Yan, William Yang Wang https://www.aclweb.org/anthology/P19-1360.pdf
2019 ACL # optim-sgd, optim-adam, norm-layer, arch-att, arch-selfatt, arch-coverage, arch-transformer, pre-bert 8 Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares, Nicholas FitzGerald, Jeffrey Ling, Tom Kwiatkowski https://www.aclweb.org/anthology/P19-1279.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, init-glorot, norm-layer, train-mtl, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-transformer, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Text Categorization by Learning Predominant Sense of Words as Auxiliary Task Kazuya Shimura, Jiyi Li, Fumiyo Fukumoto https://www.aclweb.org/anthology/P19-1105.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, reg-labelsmooth, norm-layer, arch-rnn, arch-att, arch-subword, arch-transformer, search-beam, task-seqlab, task-lm, task-seq2seq, task-alignment 5 Revisiting Low-Resource Neural Machine Translation: A Case Study Rico Sennrich, Biao Zhang https://www.aclweb.org/anthology/P19-1021.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, 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, optim-projection, reg-dropout, reg-stopping, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-fasttext, task-lm 13 COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, Asli Celikyilmaz, Yejin Choi https://www.aclweb.org/anthology/P19-1470.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 # 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, 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 EMNLP # optim-sgd, optim-projection, reg-dropout, reg-stopping, norm-layer, train-mll, train-transfer, train-parallel, arch-att, arch-selfatt, arch-coverage, arch-subword, arch-transformer, pre-bert, task-lm, task-seq2seq 1 Simple, Scalable Adaptation for Neural Machine Translation Ankur Bapna, Orhan Firat https://www.aclweb.org/anthology/D19-1165.pdf
2019 EMNLP # optim-sgd, optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-subword, arch-transformer, task-seq2seq 0 Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training Alham Fikri Aji, Kenneth Heafield, Nikolay Bogoychev https://www.aclweb.org/anthology/D19-1373.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-layer, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-residual, search-beam, struct-crf, task-lm, task-seq2seq 0 Efficient Convolutional Neural Networks for Diacritic Restoration Sawsan Alqahtani, Ajay Mishra, Mona Diab https://www.aclweb.org/anthology/D19-1151.pdf
2019 EMNLP # optim-sgd, optim-projection, reg-dropout, norm-layer, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, adv-train, latent-vae, task-condlm, task-seq2seq 0 Semi-supervised Text Style Transfer: Cross Projection in Latent Space Mingyue Shang, Piji Li, Zhenxin Fu, Lidong Bing, Dongyan Zhao, Shuming Shi, Rui Yan https://www.aclweb.org/anthology/D19-1499.pdf
2019 EMNLP # optim-adam, reg-decay, norm-layer, train-mll, pool-mean, arch-att, arch-selfatt, arch-transformer, comb-ensemble, pre-bert, task-spanlab, task-lm, task-seq2seq 0 Cross-Lingual Machine Reading Comprehension Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu https://www.aclweb.org/anthology/D19-1169.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, task-seq2seq 1 Synchronously Generating Two Languages with Interactive Decoding Yining Wang, Jiajun Zhang, Long Zhou, Yuchen Liu, Chengqing Zong https://www.aclweb.org/anthology/D19-1330.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-subword, arch-transformer, search-beam, pre-bert, task-textclass, task-seqlab, task-lm, task-seq2seq 0 Subword Language Model for Query Auto-Completion Gyuwan Kim https://www.aclweb.org/anthology/D19-1507.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-coverage, pre-word2vec, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm, task-seq2seq 0 Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations Christian Hadiwinoto, Hwee Tou Ng, Wee Chung Gan https://www.aclweb.org/anthology/D19-1533.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, norm-batch, struct-crf, adv-train, task-textclass, task-seqlab 0 Open Event Extraction from Online Text using a Generative Adversarial Network Rui Wang, Deyu Zhou, Yulan He https://www.aclweb.org/anthology/D19-1027.pdf
2019 EMNLP # optim-adam, optim-projection, norm-layer, train-mtl, train-mll, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-skipthought, pre-elmo, loss-svd, task-textpair, task-seq2seq 0 Parameter-free Sentence Embedding via Orthogonal Basis Ziyi Yang, Chenguang Zhu, Weizhu Chen https://www.aclweb.org/anthology/D19-1059.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-adam, optim-projection, reg-dropout, norm-layer, arch-rnn, arch-att, arch-selfatt, arch-copy, arch-subword, arch-transformer, search-beam, task-seq2seq, task-alignment 0 Contrastive Attention Mechanism for Abstractive Sentence Summarization Xiangyu Duan, Hongfei Yu, Mingming Yin, Min Zhang, Weihua Luo, Yue Zhang https://www.aclweb.org/anthology/D19-1301.pdf
2019 EMNLP # optim-sgd, optim-adam, optim-projection, reg-dropout, norm-layer, train-mll, arch-lstm, arch-att, arch-selfatt, arch-coverage, arch-subword, pre-elmo, pre-bert, struct-crf, loss-triplet, task-seqlab, task-lm, task-seq2seq, task-context 14 Cloze-driven Pretraining of Self-attention Networks Alexei Baevski, Sergey Edunov, Yinhan Liu, Luke Zettlemoyer, Michael Auli https://www.aclweb.org/anthology/D19-1539.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-cnn, arch-att, arch-selfatt, task-textpair, task-condlm 0 DEBUG: A Dense Bottom-Up Grounding Approach for Natural Language Video Localization Chujie Lu, Long Chen, Chilie Tan, Xiaolin Li, Jun Xiao https://www.aclweb.org/anthology/D19-1518.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, task-textpair, task-condlm 0 Asynchronous Deep Interaction Network for Natural Language Inference Di Liang, Fubao Zhang, Qi Zhang, Xuanjing Huang https://www.aclweb.org/anthology/D19-1271.pdf
2019 EMNLP # 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, norm-layer, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-word2vec, pre-elmo, pre-bert, task-textclass, task-textpair, task-extractive, task-spanlab, task-lm, task-seq2seq, task-cloze 0 Fine-tune BERT with Sparse Self-Attention Mechanism Baiyun Cui, Yingming Li, Ming Chen, Zhongfei Zhang https://www.aclweb.org/anthology/D19-1361.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, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 0 Core Semantic First: A Top-down Approach for AMR Parsing Deng Cai, Wai Lam https://www.aclweb.org/anthology/D19-1393.pdf
2019 EMNLP # 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-adam, optim-adadelta, optim-projection, init-glorot, reg-dropout, norm-layer, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-residual, arch-bilinear, arch-coverage, arch-transformer, pre-glove, pre-elmo, pre-bert, task-textclass, task-seq2seq, task-relation, task-tree 0 Syntax-Enhanced Self-Attention-Based Semantic Role Labeling Yue Zhang, Rui Wang, Luo Si https://www.aclweb.org/anthology/D19-1057.pdf
2019 EMNLP # optim-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-layer, norm-gradient, arch-rnn, arch-att, arch-selfatt, arch-residual, arch-subword, arch-transformer, search-beam, pre-bert, task-lm, task-seq2seq 2 Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention Biao Zhang, Ivan Titov, Rico Sennrich https://www.aclweb.org/anthology/D19-1083.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, norm-layer, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, latent-topic, task-lm 0 A Hierarchical Location Prediction Neural Network for Twitter User Geolocation Binxuan Huang, Kathleen Carley https://www.aclweb.org/anthology/D19-1480.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-decay, norm-layer, train-mll, train-parallel, arch-rnn, arch-att, arch-subword, arch-transformer, search-greedy, search-beam, pre-bert, task-lm, task-seq2seq, task-cloze 2 Mask-Predict: Parallel Decoding of Conditional Masked Language Models Marjan Ghazvininejad, Omer Levy, Yinhan Liu, Luke Zettlemoyer https://www.aclweb.org/anthology/D19-1633.pdf
2019 EMNLP # optim-projection, reg-dropout, norm-layer, pool-mean, arch-rnn, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-bert, task-textclass, task-textpair 0 Learning Invariant Representations of Social Media Users Nicholas Andrews, Marcus Bishop https://www.aclweb.org/anthology/D19-1178.pdf
2019 NAA-CL # optim-adam, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-residual, arch-coverage, arch-subword, arch-transformer, search-beam 19 MuST-C: a Multilingual Speech Translation Corpus Mattia A. Di Gangi, Roldano Cattoni, Luisa Bentivogli, Matteo Negri, Marco Turchi https://www.aclweb.org/anthology/N19-1202.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-labelsmooth, norm-layer, train-transfer, arch-att, arch-selfatt, arch-subword, arch-transformer, task-seq2seq 7 Non-Parametric Adaptation for Neural Machine Translation Ankur Bapna, Orhan Firat https://www.aclweb.org/anthology/N19-1191.pdf
2019 NAA-CL # optim-sgd, optim-adam, reg-dropout, reg-labelsmooth, norm-layer, arch-att, arch-selfatt, arch-subword, arch-transformer, pre-elmo, task-textclass, task-lm, task-seq2seq 10 Pre-trained language model representations for language generation Sergey Edunov, Alexei Baevski, Michael Auli https://www.aclweb.org/anthology/N19-1409.pdf
2019 NAA-CL # reg-dropout, reg-worddropout, norm-layer, pool-max, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer 5 Relation Extraction using Explicit Context Conditioning Gaurav Singh, Parminder Bhatia https://www.aclweb.org/anthology/N19-1147.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-coverage, pre-fasttext, loss-svd, task-condlm 2 AudioCaps: Generating Captions for Audios in The Wild Chris Dongjoo Kim, Byeongchang Kim, Hyunmin Lee, Gunhee Kim https://www.aclweb.org/anthology/N19-1011.pdf
2019 NAA-CL # 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, norm-layer, train-augment, arch-lstm, arch-att, arch-copy, arch-coverage, search-beam, pre-word2vec, task-seq2seq, task-tree, task-graph 2 Factorising AMR generation through syntax Kris Cao, Stephen Clark https://www.aclweb.org/anthology/N19-1223.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-labelsmooth, norm-layer, pool-max, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-memo, pre-fasttext, latent-vae, task-extractive, task-seq2seq 9 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks Byeongchang Kim, Hyunwoo Kim, Gunhee Kim https://www.aclweb.org/anthology/N19-1260.pdf
2019 NAA-CL # optim-adam, reg-dropout, norm-layer, train-transfer, arch-rnn, arch-lstm, arch-att, arch-subword, search-greedy, search-beam, struct-cfg, nondif-gumbelsoftmax, task-lm, task-seq2seq 5 Bi-Directional Differentiable Input Reconstruction for Low-Resource Neural Machine Translation Xing Niu, Weijia Xu, Marine Carpuat https://www.aclweb.org/anthology/N19-1043.pdf
2019 NAA-CL # optim-adam, reg-dropout, reg-worddropout, norm-layer, arch-rnn, arch-lstm, arch-att, pre-glove, nondif-reinforce, latent-vae, task-lm, task-condlm, task-seq2seq, task-tree 4 SEQˆ3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression Christos Baziotis, Ion Androutsopoulos, Ioannis Konstas, Alexandros Potamianos https://www.aclweb.org/anthology/N19-1071.pdf