Year Conf. Topic Cited Paper Authors Url
2019 ACL # arch-lstm, arch-gnn, arch-cnn, arch-att, arch-bilinear, pre-glove, latent-vae, loss-nce, task-seqlab, task-condlm, task-seq2seq, task-relation 1 Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency https://www.aclweb.org/anthology/P19-1152.pdf
2019 ACL # train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear 0 Reversing Gradients in Adversarial Domain Adaptation for Question Deduplication and Textual Entailment Tasks Anush Kamath, Sparsh Gupta, Vitor Carvalho https://www.aclweb.org/anthology/P19-1556.pdf
2019 ACL # optim-adam, optim-projection, train-mll, train-transfer, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-fasttext, pre-bert, struct-crf, task-relation 0 Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections Junxian He, Zhisong Zhang, Taylor Berg-Kirkpatrick, Graham Neubig https://www.aclweb.org/anthology/P19-1311.pdf
2019 ACL # optim-sgd, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-att, arch-bilinear, comb-ensemble, struct-crf, struct-cfg, task-seqlab, task-relation 2 Sequence Labeling Parsing by Learning across Representations Michalina Strzyz, David Vilares, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/P19-1531.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-gradient, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, task-seqlab, task-relation 0 Deep Dominance - How to Properly Compare Deep Neural Models Rotem Dror, Segev Shlomov, Roi Reichart https://www.aclweb.org/anthology/P19-1266.pdf
2019 ACL # optim-sgd, optim-adam, init-glorot, reg-dropout, train-augment, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-transformer, nondif-reinforce, task-relation, task-tree 0 AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing Xiang Zhang, Shizhu He, Kang Liu, Jun Zhao https://www.aclweb.org/anthology/P19-1418.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 # arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, pre-elmo, task-seqlab, task-lm, task-tree 2 End-to-end Deep Reinforcement Learning Based Coreference Resolution Hongliang Fei, Xu Li, Dingcheng Li, Ping Li https://www.aclweb.org/anthology/P19-1064.pdf
2019 ACL # optim-adadelta, reg-dropout, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, pre-word2vec, pre-glove 1 Divide, Conquer and Combine: Hierarchical Feature Fusion Network with Local and Global Perspectives for Multimodal Affective Computing Sijie Mai, Haifeng Hu, Songlong Xing https://www.aclweb.org/anthology/P19-1046.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-birnn, arch-lstm, arch-gnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-fasttext, task-textclass, task-relation, task-graph 2 Graph-based Dependency Parsing with Graph Neural Networks Tao Ji, Yuanbin Wu, Man Lan https://www.aclweb.org/anthology/P19-1237.pdf
2019 ACL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-glove, pre-bert, task-textclass, task-seqlab, task-seq2seq 4 DocRED: A Large-Scale Document-Level Relation Extraction Dataset Yuan Yao, Deming Ye, Peng Li, Xu Han, Yankai Lin, Zhenghao Liu, Zhiyuan Liu, Lixin Huang, Jie Zhou, Maosong Sun https://www.aclweb.org/anthology/P19-1074.pdf
2019 ACL # train-augment, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, search-beam, pre-glove 10 Stay on the Path: Instruction Fidelity in Vision-and-Language Navigation Vihan Jain, Gabriel Magalhaes, Alexander Ku, Ashish Vaswani, Eugene Ie, Jason Baldridge https://www.aclweb.org/anthology/P19-1181.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, init-glorot, reg-dropout, reg-stopping, reg-patience, norm-gradient, arch-rnn, arch-lstm, arch-gcnn, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, comb-ensemble, pre-glove, task-tree 2 Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network Sunil Kumar Sahu, Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/P19-1423.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, arch-bilinear, pre-glove, task-spanlab 0 Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension Daesik Kim, Seonhoon Kim, Nojun Kwak https://www.aclweb.org/anthology/P19-1347.pdf
2019 ACL # optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, loss-margin, task-spanlab, task-lm 2 Enhancing Pre-Trained Language Representations with Rich Knowledge for Machine Reading Comprehension An Yang, Quan Wang, Jing Liu, Kai Liu, Yajuan Lyu, Hua Wu, Qiaoqiao She, Sujian Li https://www.aclweb.org/anthology/P19-1226.pdf
2019 ACL # train-mtl, pool-max, arch-lstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, pre-fasttext, pre-glove, adv-examp, task-textclass, task-textpair, task-lm, task-tree 10 Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications Wei Zhao, Haiyun Peng, Steffen Eger, Erik Cambria, Min Yang https://www.aclweb.org/anthology/P19-1150.pdf
2019 ACL # optim-adam, train-transfer, arch-lstm, arch-treelstm, arch-bilinear, arch-coverage, search-viterbi, pre-glove, pre-elmo, task-textpair, task-relation, task-tree 0 Automatic Generation of High Quality CCGbanks for Parser Domain Adaptation Masashi Yoshikawa, Hiroshi Noji, Koji Mineshima, Daisuke Bekki https://www.aclweb.org/anthology/P19-1013.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 # optim-adam, reg-dropout, arch-rnn, arch-birnn, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-elmo, pre-bert, task-seqlab, task-spanlab, task-seq2seq 0 MCˆ2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension Xuanyu Zhang https://www.aclweb.org/anthology/P19-1622.pdf
2019 ACL # optim-adam, reg-dropout, reg-labelsmooth, train-transfer, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-greedy, search-beam, pre-glove, task-spanlab, task-seq2seq, task-tree 1 Complex Question Decomposition for Semantic Parsing Haoyu Zhang, Jingjing Cai, Jianjun Xu, Ji Wang https://www.aclweb.org/anthology/P19-1440.pdf
2019 ACL # optim-adam, train-augment, arch-cnn, arch-att, arch-bilinear, arch-coverage, task-spanlab, task-lm, task-relation 2 Are Red Roses Red? Evaluating Consistency of Question-Answering Models Marco Tulio Ribeiro, Carlos Guestrin, Sameer Singh https://www.aclweb.org/anthology/P19-1621.pdf
2019 ACL # optim-adam, optim-amsgrad, init-glorot, reg-dropout, reg-norm, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, struct-crf, task-relation, task-tree 1 Second-Order Semantic Dependency Parsing with End-to-End Neural Networks Xinyu Wang, Jingxian Huang, Kewei Tu https://www.aclweb.org/anthology/P19-1454.pdf
2019 ACL # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-att, arch-bilinear, task-textclass, task-spanlab, task-seq2seq 0 ChID: A Large-scale Chinese IDiom Dataset for Cloze Test Chujie Zheng, Minlie Huang, Aixin Sun https://www.aclweb.org/anthology/P19-1075.pdf
2019 ACL # optim-adam, reg-dropout, reg-worddropout, reg-stopping, reg-patience, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, pre-bert, task-relation, task-tree, task-graph, task-alignment 4 Compositional Semantic Parsing across Graphbanks Matthias Lindemann, Jonas Groschwitz, Alexander Koller https://www.aclweb.org/anthology/P19-1450.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-spanlab 0 Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts Jong-Hoon Oh, Kazuma Kadowaki, Julien Kloetzer, Ryu Iida, Kentaro Torisawa https://www.aclweb.org/anthology/P19-1414.pdf
2019 ACL # optim-adam, init-glorot, reg-decay, train-augment, arch-rnn, arch-att, arch-bilinear, arch-subword, task-textclass, task-lm, task-seq2seq, task-relation 5 Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod, Sebastian J. Mielke, Hanna Wallach, Ryan Cotterell https://www.aclweb.org/anthology/P19-1161.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-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, arch-lstm, arch-cnn, arch-att, arch-selfatt, arch-copy, arch-bilinear, pre-bert, nondif-minrisk, nondif-reinforce, loss-nce, task-spanlab, task-lm, task-relation 7 Entity-Relation Extraction as Multi-Turn Question Answering Xiaoya Li, Fan Yin, Zijun Sun, Xiayu Li, Arianna Yuan, Duo Chai, Mingxin Zhou, Jiwei Li https://www.aclweb.org/anthology/P19-1129.pdf
2019 ACL # optim-adam, optim-projection, reg-dropout, arch-att, arch-memo, arch-bilinear 1 A2N: Attending to Neighbors for Knowledge Graph Inference Trapit Bansal, Da-Cheng Juan, Sujith Ravi, Andrew McCallum https://www.aclweb.org/anthology/P19-1431.pdf
2019 ACL # optim-adam, reg-dropout, activ-tanh, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-energy, search-viterbi, struct-crf, latent-topic, task-seqlab, task-lm 1 DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction Huaishao Luo, Tianrui Li, Bing Liu, Junbo Zhang https://www.aclweb.org/anthology/P19-1056.pdf
2019 ACL # optim-adam, reg-dropout, norm-gradient, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-coverage, arch-subword, search-beam, pre-elmo, task-spanlab, task-lm, task-seq2seq, task-relation 0 Generating Question-Answer Hierarchies Kalpesh Krishna, Mohit Iyyer https://www.aclweb.org/anthology/P19-1224.pdf
2019 ACL # optim-adam, arch-lstm, arch-gru, arch-att, arch-bilinear, pre-glove, pre-elmo, loss-margin, task-lm, task-condlm, task-seq2seq 0 Multi-grained Attention with Object-level Grounding for Visual Question Answering Pingping Huang, Jianhui Huang, Yuqing Guo, Min Qiao, Yong Zhu https://www.aclweb.org/anthology/P19-1349.pdf
2019 ACL # optim-adam, reg-dropout, 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, optim-projection, reg-dropout, arch-cnn, arch-att, arch-bilinear 4 Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Deepak Nathani, Jatin Chauhan, Charu Sharma, Manohar Kaul https://www.aclweb.org/anthology/P19-1466.pdf
2019 ACL # reg-dropout, reg-patience, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-glove, task-textpair 0 Recognising Agreement and Disagreement between Stances with Reason Comparing Networks Chang Xu, Cecile Paris, Surya Nepal, Ross Sparks https://www.aclweb.org/anthology/P19-1460.pdf
2019 ACL # init-glorot, arch-bilinear, arch-subword, pre-fasttext, pre-glove, task-textpair, task-lm 1 Exploring Numeracy in Word Embeddings Aakanksha Naik, Abhilasha Ravichander, Carolyn Rose, Eduard Hovy https://www.aclweb.org/anthology/P19-1329.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, pool-kmax, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-residual, arch-copy, arch-bilinear, task-seq2seq 1 BiSET: Bi-directional Selective Encoding with Template for Abstractive Summarization Kai Wang, Xiaojun Quan, Rui Wang https://www.aclweb.org/anthology/P19-1207.pdf
2019 ACL # init-glorot, arch-lstm, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, task-textclass, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-relation 5 Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks Shikhar Vashishth, Manik Bhandari, Prateek Yadav, Piyush Rai, Chiranjib Bhattacharyya, Partha Talukdar https://www.aclweb.org/anthology/P19-1320.pdf
2019 ACL # optim-adam, norm-gradient, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, pre-word2vec, task-extractive, task-seq2seq 0 This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation Rui Zhang, Joel Tetreault https://www.aclweb.org/anthology/P19-1043.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-augment, pool-max, pool-mean, arch-rnn, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, search-greedy, search-beam, pre-glove, pre-bert, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 7 AMR Parsing as Sequence-to-Graph Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/P19-1009.pdf
2019 ACL # arch-lstm, arch-gru, arch-att, arch-selfatt, arch-memo, arch-copy, arch-bilinear, arch-coverage, search-beam, task-lm, task-condlm, task-seq2seq 2 PaperRobot: Incremental Draft Generation of Scientific Ideas Qingyun Wang, Lifu Huang, Zhiying Jiang, Kevin Knight, Heng Ji, Mohit Bansal, Yi Luan https://www.aclweb.org/anthology/P19-1191.pdf
2019 ACL # optim-adam, reg-dropout, train-mtl, train-mll, train-transfer, train-active, arch-lstm, arch-bilstm, arch-att, arch-bilinear, comb-ensemble, search-viterbi, pre-elmo, task-seqlab, task-lm, task-relation, task-tree 1 Semi-supervised Domain Adaptation for Dependency Parsing Zhenghua Li, Xue Peng, Min Zhang, Rui Wang, Luo Si https://www.aclweb.org/anthology/P19-1229.pdf
2019 ACL # init-glorot, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-energy, comb-ensemble, pre-fasttext, pre-bert, struct-crf, task-relation 0 An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing Zhisong Zhang, Xuezhe Ma, Eduard Hovy https://www.aclweb.org/anthology/P19-1562.pdf
2019 ACL # optim-adam, optim-projection, reg-norm, arch-bilinear, nondif-straightthrough 1 Relation Embedding with Dihedral Group in Knowledge Graph Canran Xu, Ruijiang Li https://www.aclweb.org/anthology/P19-1026.pdf
2019 ACL # optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-seqlab, task-lm, task-seq2seq, task-relation, meta-arch 76 Energy and Policy Considerations for Deep Learning in NLP Emma Strubell, Ananya Ganesh, Andrew McCallum https://www.aclweb.org/anthology/P19-1355.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 # 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-projection, train-mll, train-transfer, train-augment, arch-lstm, arch-cnn, arch-att, arch-bilinear, arch-subword, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation 4 Choosing Transfer Languages for Cross-Lingual Learning Yu-Hsiang Lin, Chian-Yu Chen, Jean Lee, Zirui Li, Yuyan Zhang, Mengzhou Xia, Shruti Rijhwani, Junxian He, Zhisong Zhang, Xuezhe Ma, Antonios Anastasopoulos, Patrick Littell, Graham Neubig https://www.aclweb.org/anthology/P19-1301.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-coverage, comb-ensemble, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-relation, task-tree 0 Syntax-aware Multilingual Semantic Role Labeling Shexia He, Zuchao Li, Hai Zhao https://www.aclweb.org/anthology/D19-1538.pdf
2019 EMNLP # activ-relu, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-seqlab, task-relation, task-tree 1 Dependency-Guided LSTM-CRF for Named Entity Recognition Zhanming Jie, Wei Lu https://www.aclweb.org/anthology/D19-1399.pdf
2019 EMNLP # optim-adam, reg-dropout, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, search-greedy, search-beam, pre-word2vec, pre-glove, loss-svd, task-seq2seq 0 Low-Rank HOCA: Efficient High-Order Cross-Modal Attention for Video Captioning Tao Jin, Siyu Huang, Yingming Li, Zhongfei Zhang https://www.aclweb.org/anthology/D19-1207.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 # optim-adam, reg-dropout, reg-stopping, reg-norm, reg-decay, arch-lstm, arch-bilstm, arch-bilinear, pre-word2vec, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 1 Designing and Interpreting Probes with Control Tasks John Hewitt, Percy Liang https://www.aclweb.org/anthology/D19-1275.pdf
2019 EMNLP # optim-sgd, optim-adam, train-mll, arch-rnn, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-svd, task-lm, task-seq2seq, task-relation, task-alignment 3 Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing Yuxuan Wang, Wanxiang Che, Jiang Guo, Yijia Liu, Ting Liu https://www.aclweb.org/anthology/D19-1575.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-adam, init-glorot, reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-viterbi, pre-glove, pre-elmo, struct-crf, task-seqlab, task-condlm 0 Phrase Grounding by Soft-Label Chain Conditional Random Field Jiacheng Liu, Julia Hockenmaier https://www.aclweb.org/anthology/D19-1515.pdf
2019 EMNLP # optim-adam, init-glorot, train-mtl, train-mll, train-active, arch-rnn, arch-birnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-transformer, search-viterbi, pre-glove, struct-crf, adv-train, task-textclass, task-seqlab, task-lm, task-seq2seq, task-relation 0 Hierarchically-Refined Label Attention Network for Sequence Labeling Leyang Cui, Yue Zhang https://www.aclweb.org/anthology/D19-1422.pdf
2019 EMNLP # optim-adam, optim-projection, train-mtl, arch-att, arch-memo, arch-bilinear, arch-transformer, search-beam, pre-bert, task-seq2seq, task-tree 0 Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base Tao Shen, Xiubo Geng, Tao Qin, Daya Guo, Duyu Tang, Nan Duan, Guodong Long, Daxin Jiang https://www.aclweb.org/anthology/D19-1248.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, reg-dropout, reg-decay, train-mll, train-transfer, pool-max, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-elmo, pre-bert, struct-crf, task-textclass, task-textpair, task-seqlab, task-spanlab, task-lm, task-seq2seq, task-cloze, task-relation 22 Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT Shijie Wu, Mark Dredze https://www.aclweb.org/anthology/D19-1077.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, comb-ensemble, pre-word2vec, pre-fasttext, pre-elmo, struct-crf, task-lm, task-seq2seq, task-relation, task-tree 0 Semi-Supervised Semantic Role Labeling with Cross-View Training Rui Cai, Mirella Lapata https://www.aclweb.org/anthology/D19-1094.pdf
2019 EMNLP # reg-dropout, reg-labelsmooth, train-mtl, train-mll, train-augment, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, search-greedy, search-beam, pre-glove, pre-bert, task-seq2seq, task-relation, task-tree, task-graph 2 Broad-Coverage Semantic Parsing as Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/D19-1392.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, train-mtl, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, comb-ensemble, pre-fasttext, pre-elmo, latent-vae, task-textclass, task-seq2seq, task-tree 1 Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks Xinchi Chen, Chunchuan Lyu, Ivan Titov https://www.aclweb.org/anthology/D19-1544.pdf
2019 EMNLP # optim-adam, optim-adadelta, arch-lstm, arch-bilstm, arch-att, arch-bilinear, search-beam, pre-glove, task-spanlab, task-lm 0 Everything Happens for a Reason: Discovering the Purpose of Actions in Procedural Text Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark https://www.aclweb.org/anthology/D19-1457.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, train-transfer, arch-rnn, arch-lstm, arch-att, arch-bilinear, arch-coverage, task-lm, task-relation 0 Towards Zero-shot Language Modeling Edoardo Maria Ponti, Ivan Vulić, Ryan Cotterell, Roi Reichart, Anna Korhonen https://www.aclweb.org/anthology/D19-1288.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, train-mtl, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, search-viterbi, pre-word2vec, pre-skipthought, struct-crf, task-seqlab, task-lm, task-seq2seq, task-relation 0 Learning to Infer Entities, Properties and their Relations from Clinical Conversations Nan Du, Mingqiu Wang, Linh Tran, Gang Lee, Izhak Shafran https://www.aclweb.org/anthology/D19-1503.pdf
2019 EMNLP # arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, arch-subword, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Game Theory Meets Embeddings: a Unified Framework for Word Sense Disambiguation Rocco Tripodi, Roberto Navigli https://www.aclweb.org/anthology/D19-1009.pdf
2019 EMNLP # optim-projection, arch-rnn, arch-gru, arch-att, arch-bilinear, adv-examp, task-lm, task-condlm, task-seq2seq 0 TIGEr: Text-to-Image Grounding for Image Caption Evaluation Ming Jiang, Qiuyuan Huang, Lei Zhang, Xin Wang, Pengchuan Zhang, Zhe Gan, Jana Diesner, Jianfeng Gao https://www.aclweb.org/anthology/D19-1220.pdf
2019 EMNLP # optim-adam, reg-dropout, train-mll, arch-lstm, arch-att, arch-bilinear, pre-fasttext, loss-nce, task-textclass, task-lexicon, task-alignment 0 Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation Yogarshi Vyas, Marine Carpuat https://www.aclweb.org/anthology/D19-1532.pdf
2019 EMNLP # optim-sgd, optim-adam, reg-dropout, pool-max, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, task-textpair 2 Bridging the Gap between Relevance Matching and Semantic Matching for Short Text Similarity Modeling Jinfeng Rao, Linqing Liu, Yi Tay, Wei Yang, Peng Shi, Jimmy Lin https://www.aclweb.org/anthology/D19-1540.pdf
2019 EMNLP # optim-adam, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, search-viterbi, pre-elmo, pre-bert, struct-crf, loss-nce, task-seqlab, task-lm 0 Effective Use of Transformer Networks for Entity Tracking Aditya Gupta, Greg Durrett https://www.aclweb.org/anthology/D19-1070.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, reg-stopping, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-transformer, pre-glove 0 Connecting the Dots: Document-level Neural Relation Extraction with Edge-oriented Graphs Fenia Christopoulou, Makoto Miwa, Sophia Ananiadou https://www.aclweb.org/anthology/D19-1498.pdf
2019 EMNLP # arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, task-textpair, task-seq2seq 1 Retrieval-guided Dialogue Response Generation via a Matching-to-Generation Framework Deng Cai, Yan Wang, Wei Bi, Zhaopeng Tu, Xiaojiang Liu, Shuming Shi https://www.aclweb.org/anthology/D19-1195.pdf
2019 EMNLP # optim-adam, reg-stopping, reg-patience, arch-lstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-fasttext, pre-glove, task-textpair, task-seqlab, task-lm, task-relation, task-tree 0 LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations Max Eichler, Gözde Gül Şahin, Iryna Gurevych https://www.aclweb.org/anthology/D19-3022.pdf
2019 EMNLP # optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, search-greedy, search-beam, pre-word2vec, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 0 Deep Contextualized Word Embeddings in Transition-Based and Graph-Based Dependency Parsing - A Tale of Two Parsers Revisited Artur Kulmizev, Miryam de Lhoneux, Johannes Gontrum, Elena Fano, Joakim Nivre https://www.aclweb.org/anthology/D19-1277.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, 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-adam, train-mll, arch-att, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-bert, latent-vae, loss-nce, task-seqlab, task-relation, task-alignment 0 Target Language-Aware Constrained Inference for Cross-lingual Dependency Parsing Tao Meng, Nanyun Peng, Kai-Wei Chang https://www.aclweb.org/anthology/D19-1103.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-layer, arch-rnn, arch-lstm, arch-att, arch-selfatt, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 0 Core Semantic First: A Top-down Approach for AMR Parsing Deng Cai, Wai Lam https://www.aclweb.org/anthology/D19-1393.pdf
2019 EMNLP # reg-norm, arch-bilinear 0 A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs Katsuhiko Hayashi, Masashi Shimbo https://www.aclweb.org/anthology/D19-1246.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, comb-ensemble, pre-fasttext, pre-elmo, struct-crf, latent-vae, task-seqlab, task-lm, task-seq2seq, task-relation, task-tree 0 Semantic Role Labeling with Iterative Structure Refinement Chunchuan Lyu, Shay B. Cohen, Ivan Titov https://www.aclweb.org/anthology/D19-1099.pdf
2019 EMNLP # arch-lstm, arch-bilinear, arch-coverage, arch-subword, pre-elmo, pre-bert, latent-vae, task-textpair, task-lm 0 Unsupervised Labeled Parsing with Deep Inside-Outside Recursive Autoencoders Andrew Drozdov, Patrick Verga, Yi-Pei Chen, Mohit Iyyer, Andrew McCallum https://www.aclweb.org/anthology/D19-1161.pdf
2019 EMNLP # optim-sgd, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, nondif-reinforce 0 Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews Miao Fan, Chao Feng, Mingming Sun, Ping Li https://www.aclweb.org/anthology/D19-1177.pdf
2019 EMNLP # optim-sgd, optim-adam, arch-bilinear 0 Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets Esma Balkir, Masha Naslidnyk, Dave Palfrey, Arpit Mittal https://www.aclweb.org/anthology/D19-1368.pdf
2019 EMNLP # optim-adam, pool-max, arch-att, arch-bilinear, pre-glove, pre-bert, task-textclass, task-spanlab, task-lm, task-seq2seq 3 Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning Lifu Huang, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi https://www.aclweb.org/anthology/D19-1243.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-elmo, task-textpair, task-seq2seq 0 Query-focused Scenario Construction Su Wang, Greg Durrett, Katrin Erk https://www.aclweb.org/anthology/D19-1273.pdf
2019 EMNLP # optim-adam, reg-dropout, reg-stopping, reg-patience, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, arch-transformer, comb-ensemble, pre-elmo, pre-bert, struct-crf, task-textclass, task-lm, task-seq2seq, task-relation 6 SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy, Kyle Lo, Arman Cohan https://www.aclweb.org/anthology/D19-1371.pdf
2019 EMNLP # reg-dropout, train-mtl, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-transformer, search-beam, pre-glove, task-lm, task-seq2seq, task-graph 0 Sentence-Level Content Planning and Style Specification for Neural Text Generation Xinyu Hua, Lu Wang https://www.aclweb.org/anthology/D19-1055.pdf
2019 EMNLP # optim-adam, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, task-lm, task-condlm, task-seq2seq, task-alignment 0 Improving Latent Alignment in Text Summarization by Generalizing the Pointer Generator Xiaoyu Shen, Yang Zhao, Hui Su, Dietrich Klakow https://www.aclweb.org/anthology/D19-1390.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mtl, train-mll, train-transfer, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-bilinear, arch-transformer, pre-elmo, pre-bert, task-textclass, task-textpair, task-lm, task-seq2seq, task-relation, task-tree, task-lexicon 8 75 Languages, 1 Model: Parsing Universal Dependencies Universally Dan Kondratyuk, Milan Straka https://www.aclweb.org/anthology/D19-1279.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-projection, init-glorot, reg-norm, train-mll, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, comb-ensemble, pre-elmo, pre-bert, task-lm, task-relation 0 Specializing Word Embeddings (for Parsing) by Information Bottleneck Xiang Lisa Li, Jason Eisner https://www.aclweb.org/anthology/D19-1276.pdf
2019 EMNLP # optim-sgd, optim-projection, init-glorot, arch-cnn, arch-att, arch-bilinear, comb-ensemble, loss-margin, task-textpair 0 Representation Learning with Ordered Relation Paths for Knowledge Graph Completion Yao Zhu, Hongzhi Liu, Zhonghai Wu, Yang Song, Tao Zhang https://www.aclweb.org/anthology/D19-1268.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, init-glorot, reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear, pre-word2vec, struct-crf, adv-train, task-seqlab, task-seq2seq 3 Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial Learning Zheng Li, Xin Li, Ying Wei, Lidong Bing, Yu Zhang, Qiang Yang https://www.aclweb.org/anthology/D19-1466.pdf
2019 EMNLP # optim-adam, reg-dropout, norm-batch, train-mtl, arch-bilinear, loss-svd 14 TuckER: Tensor Factorization for Knowledge Graph Completion Ivana Balazevic, Carl Allen, Timothy Hospedales https://www.aclweb.org/anthology/D19-1522.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, init-glorot, arch-att, arch-bilinear, task-relation, task-tree 0 Dependency Parsing for Spoken Dialog Systems Sam Davidson, Dian Yu, Zhou Yu https://www.aclweb.org/anthology/D19-1162.pdf
2019 EMNLP # reg-dropout, reg-norm, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-bilinear, pre-word2vec, pre-bert, latent-topic, task-textclass, task-lm, task-seq2seq 0 Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through Weakly Supervised Co-Training Giannis Karamanolakis, Daniel Hsu, Luis Gravano https://www.aclweb.org/anthology/D19-1468.pdf
2019 EMNLP # optim-adam, init-glorot, train-mll, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-coverage, pre-glove, task-seq2seq, task-graph 2 VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling Andrea Di Fabio, Simone Conia, Roberto Navigli https://www.aclweb.org/anthology/D19-1058.pdf
2019 EMNLP # optim-adam, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, pre-word2vec, pre-elmo, task-lm, task-seq2seq, task-tree 0 A Unified Neural Coherence Model Han Cheol Moon, Tasnim Mohiuddin, Shafiq Joty, Chi Xu https://www.aclweb.org/anthology/D19-1231.pdf
2019 EMNLP # optim-adam, optim-projection, reg-dropout, train-mll, arch-lstm, arch-bilstm, arch-att, arch-bilinear, task-seq2seq, task-relation, task-alignment 0 Cross-Lingual Dependency Parsing Using Code-Mixed TreeBank Meishan Zhang, Yue Zhang, Guohong Fu https://www.aclweb.org/anthology/D19-1092.pdf
2019 EMNLP # arch-rnn, arch-lstm, arch-att, arch-memo, arch-copy, arch-bilinear, arch-coverage, task-textpair, task-spanlab, task-seq2seq, task-tree 0 Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs Zhibin Liu, Zheng-Yu Niu, Hua Wu, Haifeng Wang https://www.aclweb.org/anthology/D19-1187.pdf
2019 NAA-CL # arch-bilinear, arch-coverage, comb-ensemble, pre-word2vec, pre-glove, task-seqlab, task-seq2seq 0 What just happened? Evaluating retrofitted distributional word vectors Dmetri Hayes https://www.aclweb.org/anthology/N19-1111.pdf
2019 NAA-CL # optim-adam, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, latent-vae 3 Be Consistent! Improving Procedural Text Comprehension using Label Consistency Xinya Du, Bhavana Dalvi, Niket Tandon, Antoine Bosselut, Wen-tau Yih, Peter Clark, Claire Cardie https://www.aclweb.org/anthology/N19-1244.pdf
2019 NAA-CL # reg-dropout, train-transfer, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-memo, arch-bilinear, arch-coverage, arch-subword, search-beam, search-viterbi, struct-crf, latent-topic, task-textpair, task-seqlab, task-lm, task-seq2seq 0 Incorporating Word Attention into Character-Based Word Segmentation Shohei Higashiyama, Masao Utiyama, Eiichiro Sumita, Masao Ideuchi, Yoshiaki Oida, Yohei Sakamoto, Isaac Okada https://www.aclweb.org/anthology/N19-1276.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-adam, reg-patience, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-coverage, arch-subword, arch-transformer, pre-glove, pre-elmo, pre-bert, struct-crf, adv-train, task-textclass, task-textpair, task-seqlab, task-lm, task-seq2seq, task-relation 51 Linguistic Knowledge and Transferability of Contextual Representations Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith https://www.aclweb.org/anthology/N19-1112.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, 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-adam, train-mtl, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-copy, arch-bilinear, arch-coverage, task-textpair, task-extractive, task-lm, task-seq2seq, task-relation 6 Guiding Extractive Summarization with Question-Answering Rewards Kristjan Arumae, Fei Liu https://www.aclweb.org/anthology/N19-1264.pdf
2019 NAA-CL # reg-dropout, arch-bilinear, arch-subword, pre-word2vec, pre-glove 2 Better Word Embeddings by Disentangling Contextual n-Gram Information Prakhar Gupta, Matteo Pagliardini, Martin Jaggi https://www.aclweb.org/anthology/N19-1098.pdf
2019 NAA-CL # optim-adam, reg-dropout, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, pre-glove, pre-elmo, pre-bert, task-relation, task-tree 0 Decomposed Local Models for Coordinate Structure Parsing Hiroki Teranishi, Hiroyuki Shindo, Yuji Matsumoto https://www.aclweb.org/anthology/N19-1343.pdf
2019 NAA-CL # reg-dropout, arch-lstm, arch-bilstm, arch-att, arch-bilinear, pre-glove, task-textpair, task-seqlab, task-tree 2 Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing Wenhan Xiong, Jiawei Wu, Deren Lei, Mo Yu, Shiyu Chang, Xiaoxiao Guo, William Yang Wang https://www.aclweb.org/anthology/N19-1084.pdf
2019 NAA-CL # optim-adam, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-bilinear, arch-subword, pre-elmo, pre-bert, task-lm, task-seq2seq, task-relation 43 A Structural Probe for Finding Syntax in Word Representations John Hewitt, Christopher D. Manning https://www.aclweb.org/anthology/N19-1419.pdf
2019 NAA-CL # optim-projection, train-mll, pool-max, arch-rnn, arch-att, arch-selfatt, arch-bilinear, arch-subword, arch-transformer, pre-bert, task-seq2seq 11 Information Aggregation for Multi-Head Attention with Routing-by-Agreement Jian Li, Baosong Yang, Zi-Yi Dou, Xing Wang, Michael R. Lyu, Zhaopeng Tu https://www.aclweb.org/anthology/N19-1359.pdf
2019 NAA-CL # arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-bilinear, comb-ensemble, search-beam, task-seq2seq, task-relation 4 Left-to-Right Dependency Parsing with Pointer Networks Daniel Fernández-González, Carlos Gómez-Rodríguez https://www.aclweb.org/anthology/N19-1076.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, optim-projection, reg-dropout, reg-stopping, train-mll, train-transfer, arch-lstm, arch-bilstm, arch-att, arch-bilinear, arch-subword, comb-ensemble, pre-fasttext, pre-elmo, pre-bert, loss-nce, task-textclass, task-lm, task-seq2seq, task-relation, task-lexicon 12 Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Tal Schuster, Ori Ram, Regina Barzilay, Amir Globerson https://www.aclweb.org/anthology/N19-1162.pdf
2019 NAA-CL # optim-adam, init-glorot, arch-att, arch-bilinear 3 Graph Pattern Entity Ranking Model for Knowledge Graph Completion Takuma Ebisu, Ryutaro Ichise https://www.aclweb.org/anthology/N19-1104.pdf
2019 NAA-CL # optim-adam, optim-projection, train-mll, activ-relu, arch-lstm, arch-bilstm, arch-att, arch-bilinear, comb-ensemble, pre-word2vec, task-seq2seq, task-relation, task-alignment 2 Low-Resource Syntactic Transfer with Unsupervised Source Reordering Mohammad Sadegh Rasooli, Michael Collins https://www.aclweb.org/anthology/N19-1385.pdf
2019 NAA-CL # optim-adam, optim-projection, train-transfer, pool-max, pool-mean, arch-lstm, arch-att, arch-memo, arch-bilinear, pre-word2vec, pre-glove, task-textclass, task-seqlab 1 Description-Based Zero-shot Fine-Grained Entity Typing Rasha Obeidat, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli https://www.aclweb.org/anthology/N19-1087.pdf
2019 NAA-CL # optim-sgd, optim-adam, optim-projection, init-glorot, reg-dropout, train-active, pool-max, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, arch-memo, arch-bilinear 0 Relation Extraction with Temporal Reasoning Based on Memory Augmented Distant Supervision Jianhao Yan, Lin He, Ruqin Huang, Jian Li, Ying Liu https://www.aclweb.org/anthology/N19-1107.pdf
2019 NAA-CL # optim-adam, norm-batch, arch-lstm, arch-att, arch-bilinear, adv-feat, adv-train, task-condlm, task-seq2seq 0 The World in My Mind: Visual Dialog with Adversarial Multi-modal Feature Encoding Yiqun Yao, Jiaming Xu, Bo Xu https://www.aclweb.org/anthology/N19-1266.pdf
2019 NAA-CL # optim-adam, optim-projection, init-glorot, reg-dropout, reg-labelsmooth, norm-batch, arch-cnn, arch-att, arch-bilinear, task-textpair 2 Adaptive Convolution for Multi-Relational Learning Xiaotian Jiang, Quan Wang, Bin Wang https://www.aclweb.org/anthology/N19-1103.pdf