Year Conf. Topic Cited Paper Authors Url
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, optim-projection, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, arch-transformer, pre-bert, struct-crf, task-seq2seq 1 Dense Procedure Captioning in Narrated Instructional Videos Botian Shi, Lei Ji, Yaobo Liang, Nan Duan, Peng Chen, Zhendong Niu, Ming Zhou https://www.aclweb.org/anthology/P19-1641.pdf
2019 ACL # optim-adam, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, task-textpair 0 Predicting Human Activities from User-Generated Content Steven Wilson, Rada Mihalcea https://www.aclweb.org/anthology/P19-1245.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, init-glorot, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-memo, pre-glove, loss-nce, task-seq2seq 0 Joint Effects of Context and User History for Predicting Online Conversation Re-entries Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong https://www.aclweb.org/anthology/P19-1270.pdf
2019 ACL # optim-adam, reg-dropout, norm-batch, norm-gradient, train-transfer, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-memo, comb-ensemble, pre-elmo, loss-cca, task-lm, task-seq2seq, task-alignment 1 Multimodal and Multi-view Models for Emotion Recognition Gustavo Aguilar, Viktor Rozgic, Weiran Wang, Chao Wang https://www.aclweb.org/anthology/P19-1095.pdf
2019 ACL # optim-adam, reg-dropout, activ-relu, pool-max, pool-mean, arch-cnn, pre-glove, task-textclass, task-lm, task-seq2seq 4 MOROCO: The Moldavian and Romanian Dialectal Corpus Andrei Butnaru, Radu Tudor Ionescu https://www.aclweb.org/anthology/P19-1068.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, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-subword, latent-topic, task-textclass 0 Topic Tensor Network for Implicit Discourse Relation Recognition in Chinese Sheng Xu, Peifeng Li, Fang Kong, Qiaoming Zhu, Guodong Zhou https://www.aclweb.org/anthology/P19-1058.pdf
2019 ACL # optim-adam, optim-projection, pool-mean, arch-coverage, arch-subword, pre-elmo, pre-bert, task-lm, task-seq2seq 2 Entity-Centric Contextual Affective Analysis Anjalie Field, Yulia Tsvetkov https://www.aclweb.org/anthology/P19-1243.pdf
2019 ACL # init-glorot, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, pre-glove, pre-elmo, task-relation 0 Embedding Time Expressions for Deep Temporal Ordering Models Tanya Goyal, Greg Durrett https://www.aclweb.org/anthology/P19-1433.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, 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, 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, train-mll, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-tree 6 Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network Kun Xu, Liwei Wang, Mo Yu, Yansong Feng, Yan Song, Zhiguo Wang, Dong Yu https://www.aclweb.org/anthology/P19-1304.pdf
2019 ACL # optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-gnn, arch-cnn, arch-att, arch-selfatt, arch-copy, latent-topic, task-textclass, task-seqlab, task-seq2seq, task-graph 2 Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model Wei Li, Jingjing Xu, Yancheng He, ShengLi Yan, Yunfang Wu, Xu Sun https://www.aclweb.org/anthology/P19-1479.pdf
2019 ACL # train-mll, train-transfer, pool-max, pool-mean, arch-rnn, arch-cnn, arch-att, arch-selfatt, arch-subword, task-textclass, task-seq2seq 4 Exploiting Sentential Context for Neural Machine Translation Xing Wang, Zhaopeng Tu, Longyue Wang, Shuming Shi https://www.aclweb.org/anthology/P19-1624.pdf
2019 ACL # optim-adam, init-glorot, train-mtl, train-mll, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-word2vec, adv-train 2 Adversarial Attention Modeling for Multi-dimensional Emotion Regression Suyang Zhu, Shoushan Li, Guodong Zhou https://www.aclweb.org/anthology/P19-1045.pdf
2019 ACL # optim-adam, init-glorot, reg-dropout, norm-batch, pool-mean, arch-rnn, arch-lstm, arch-cnn, arch-att, arch-coverage, pre-elmo, pre-bert, latent-vae, latent-topic, task-lm 1 Open Domain Event Extraction Using Neural Latent Variable Models Xiao Liu, Heyan Huang, Yue Zhang https://www.aclweb.org/anthology/P19-1276.pdf
2019 ACL # optim-adam, reg-stopping, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-att, pre-glove, latent-vae, loss-nce, task-seqlab 0 Distant Learning for Entity Linking with Automatic Noise Detection Phong Le, Ivan Titov https://www.aclweb.org/anthology/P19-1400.pdf
2019 ACL # train-mtl, pool-mean, arch-rnn, arch-lstm, arch-att, arch-transformer, pre-word2vec, pre-glove, pre-bert, task-textclass, task-textpair, task-extractive, task-seq2seq 3 Searching for Effective Neural Extractive Summarization: What Works and What’s Next Ming Zhong, Pengfei Liu, Danqing Wang, Xipeng Qiu, Xuanjing Huang https://www.aclweb.org/anthology/P19-1100.pdf
2019 ACL # optim-adam, reg-dropout, train-mll, train-augment, pool-max, pool-mean, arch-rnn, arch-lstm, arch-att, arch-copy, arch-bilinear, arch-coverage, arch-subword, search-greedy, search-beam, pre-glove, pre-bert, latent-vae, task-seq2seq, task-relation, task-tree, task-graph 7 AMR Parsing as Sequence-to-Graph Transduction Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme https://www.aclweb.org/anthology/P19-1009.pdf
2019 ACL # optim-sgd, reg-dropout, pool-max, pool-mean, arch-lstm, arch-bilstm, arch-cnn, arch-att, pre-bert, struct-crf, task-spanlab, task-lm 0 Eliciting Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis Junyi Du, He Jiang, Jiaming Shen, Xiang Ren https://www.aclweb.org/anthology/P19-1420.pdf
2019 ACL # optim-sgd, optim-adam, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-gnn, arch-cnn, arch-att, arch-memo, pre-glove, task-textpair 1 Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhi-Xiu Ye, Zhen-Hua Ling https://www.aclweb.org/anthology/P19-1277.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 EMNLP # optim-adam, pool-mean, arch-lstm, arch-att, arch-subword, pre-fasttext, task-textpair, task-condlm, task-seq2seq 0 YouMakeup: A Large-Scale Domain-Specific Multimodal Dataset for Fine-Grained Semantic Comprehension Weiying Wang, Yongcheng Wang, Shizhe Chen, Qin Jin https://www.aclweb.org/anthology/D19-1517.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Bias and Fairness in Natural Language Processing Kai-Wei Chang, Vinod Prabhakaran, Vicente Ordonez https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, reg-norm, pool-max, pool-mean, arch-lstm, task-textclass 0 Out-of-Domain Detection for Low-Resource Text Classification Tasks Ming Tan, Yang Yu, Haoyu Wang, Dakuo Wang, Saloni Potdar, Shiyu Chang, Mo Yu https://www.aclweb.org/anthology/D19-1364.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 74 Semantic Specialization of Distributional Word Vectors Goran Glavaś, Edoardo Maria Ponti, Ivan Vulić https://www.aclweb.org/anthology/D19-1682.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, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Context-Aware Conversation Thread Detection in Multi-Party Chat Ming Tan, Dakuo Wang, Yupeng Gao, Haoyu Wang, Saloni Potdar, Xiaoxiao Guo, Shiyu Chang, Mo Yu https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, optim-projection, train-mll, train-transfer, pool-mean, arch-att, arch-transformer, pre-fasttext, pre-bert, loss-cca, task-spanlab, task-lm, task-seq2seq, task-lexicon 0 Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model Tsung-Yuan Hsu, Chi-Liang Liu, Hung-yi Lee https://www.aclweb.org/anthology/D19-1607.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.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, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Dive into Deep Learning for Natural Language Processing Haibin Lin, Xingjian Shi, Leonard Lausen, Aston Zhang, He He, Sheng Zha, Alexander Smola https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, train-augment, pool-max, pool-mean, arch-cnn, arch-att, arch-selfatt, arch-memo, latent-vae, task-textclass, meta-init 0 Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Zihao Wang, Kwunping Lai, Piji Li, Lidong Bing, Wai Lam https://www.aclweb.org/anthology/D19-1024.pdf
2019 EMNLP # optim-sgd, reg-dropout, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-coverage, arch-subword, pre-fasttext, pre-glove, pre-elmo, pre-bert, task-textpair, task-lm 1 Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs Soumya Sharma, Bishal Santra, Abhik Jana, Santosh Tokala, Niloy Ganguly, Pawan Goyal https://www.aclweb.org/anthology/D19-1631.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, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Data Collection and End-to-End Learning for Conversational AI Tsung-Hsien Wen, Pei-Hao Su, Paweł Budzianowski, Iñigo Casanueva, Ivan Vulić https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, init-glorot, reg-dropout, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-att, arch-selfatt, comb-ensemble, pre-bert, task-textpair, task-lm 0 Original Semantics-Oriented Attention and Deep Fusion Network for Sentence Matching Mingtong Liu, Yujie Zhang, Jinan Xu, Yufeng Chen https://www.aclweb.org/anthology/D19-1267.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, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-att, arch-coverage, arch-subword, nondif-reinforce, latent-vae, task-extractive, task-condlm, task-seq2seq 0 Select and Attend: Towards Controllable Content Selection in Text Generation Xiaoyu Shen, Jun Suzuki, Kentaro Inui, Hui Su, Dietrich Klakow, Satoshi Sekine https://www.aclweb.org/anthology/D19-1054.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Discreteness in Neural Natural Language Processing Lili Mou, Hao Zhou, Lei Li https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 49 bib (full) https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Processing and Understanding Mixed Language Data Monojit Choudhury, Anirudh Srinivasan, Sandipan Dandapat https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, pool-mean, arch-lstm, arch-bilstm, pre-glove, struct-crf 0 Neural Conversation Recommendation with Online Interaction Modeling Xingshan Zeng, Jing Li, Lu Wang, Kam-Fai Wong https://www.aclweb.org/anthology/D19-1470.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 # 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, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adadelta, reg-dropout, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-selfatt, task-relation 0 Event Detection with Multi-Order Graph Convolution and Aggregated Attention Haoran Yan, Xiaolong Jin, Xiangbin Meng, Jiafeng Guo, Xueqi Cheng https://www.aclweb.org/anthology/D19-1582.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.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, init-glorot, norm-gradient, pool-mean, arch-rnn, arch-gru, arch-att, arch-coverage, search-beam, adv-train, latent-vae, task-seq2seq 0 Long and Diverse Text Generation with Planning-based Hierarchical Variational Model Zhihong Shao, Minlie Huang, Jiangtao Wen, Wenfei Xu, Xiaoyan Zhu https://www.aclweb.org/anthology/D19-1321.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # reg-dropout, pool-mean, arch-lstm, arch-att, arch-selfatt, arch-copy, task-seq2seq 0 Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time) Heng Gong, Xiaocheng Feng, Bing Qin, Ting Liu https://www.aclweb.org/anthology/D19-1310.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-adam, norm-batch, pool-mean, arch-rnn, arch-cnn 0 Honkling: In-Browser Personalization for Ubiquitous Keyword Spotting Jaejun Lee, Raphael Tang, Jimmy Lin https://www.aclweb.org/anthology/D19-3016.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 # 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, pool-mean, arch-lstm, arch-cnn, arch-att, task-seq2seq, task-alignment 0 A Deep Neural Information Fusion Architecture for Textual Network Embeddings Zenan Xu, Qinliang Su, Xiaojun Quan, Weijia Zhang https://www.aclweb.org/anthology/D19-1476.pdf
2019 EMNLP # optim-projection, train-augment, pool-mean, arch-rnn, arch-lstm, arch-att, task-tree 2 Executing Instructions in Situated Collaborative Interactions Alane Suhr, Claudia Yan, Jack Schluger, Stanley Yu, Hadi Khader, Marwa Mouallem, Iris Zhang, Yoav Artzi https://www.aclweb.org/anthology/D19-1218.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 # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 0 Graph-based Deep Learning in Natural Language Processing Shikhar Vashishth, Naganand Yadati, Partha Talukdar https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, train-mtl, pool-mean, arch-lstm, arch-bilstm, arch-att, arch-selfatt, pre-glove, pre-bert, loss-nce, task-textpair, task-lm 4 KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning Bill Yuchen Lin, Xinyue Chen, Jamin Chen, Xiang Ren https://www.aclweb.org/anthology/D19-1282.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, pool-mean, arch-rnn, arch-lstm, arch-att, search-greedy, search-beam, pre-use 1 , abs https://www.aclweb.org/anthology/D19-1682.pdf
2019 EMNLP # optim-adam, pool-mean, arch-rnn, arch-lstm, pre-glove, task-seqlab, task-seq2seq 0 Extracting Possessions from Social Media: Images Complement Language Dhivya Chinnappa, Srikala Murugan, Eduardo Blanco https://www.aclweb.org/anthology/D19-1061.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 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 # 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 NAA-CL # pool-mean, arch-lstm, arch-cnn, arch-att, arch-selfatt, comb-ensemble, pre-fasttext, pre-glove, struct-crf, loss-cca, loss-margin, task-textclass 1 Ranking-Based Autoencoder for Extreme Multi-label Classification Bingyu Wang, Li Chen, Wei Sun, Kechen Qin, Kefeng Li, Hui Zhou https://www.aclweb.org/anthology/N19-1289.pdf
2019 NAA-CL # optim-sgd, reg-dropout, reg-worddropout, reg-patience, pool-max, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-subword, pre-elmo, pre-bert, struct-crf, task-seqlab, task-lm 27 Pooled Contextualized Embeddings for Named Entity Recognition Alan Akbik, Tanja Bergmann, Roland Vollgraf https://www.aclweb.org/anthology/N19-1078.pdf
2019 NAA-CL # optim-adam, init-glorot, reg-stopping, train-mtl, pool-mean, arch-rnn, arch-lstm, arch-bilstm, arch-cnn, arch-att, arch-coverage, search-viterbi, pre-glove, struct-crf, task-relation, task-tree, task-alignment 2 Target-oriented Opinion Words Extraction with Target-fused Neural Sequence Labeling Zhifang Fan, Zhen Wu, Xin-Yu Dai, Shujian Huang, Jiajun Chen https://www.aclweb.org/anthology/N19-1259.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