Proceedings of the 2nd Workshop on Representation Learning for NLP

Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor 2017-08 Association for Computational Linguistics Vancouver, Canada text conference publication ws-2017-representation https://aclanthology.org/W17-2600/ Sense Contextualization in a Dependency-Based Compositional Distributional Model Pablo Gamallo author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication gamallo-2017-sense 10.18653/v1/W17-2601 https://aclanthology.org/W17-2601/ 2017-08 1 9 Context encoders as a simple but powerful extension of word2vec Franziska Horn author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication horn-2017-context 10.18653/v1/W17-2602 https://aclanthology.org/W17-2602/ 2017-08 10 14 Machine Comprehension by Text-to-Text Neural Question Generation Xingdi Yuan author Tong Wang author Caglar Gulcehre author Alessandro Sordoni author Philip Bachman author Saizheng Zhang author Sandeep Subramanian author Adam Trischler author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication yuan-etal-2017-machine 10.18653/v1/W17-2603 https://aclanthology.org/W17-2603/ 2017-08 15 25 Emergent Predication Structure in Hidden State Vectors of Neural Readers Hai Wang author Takeshi Onishi author Kevin Gimpel author David McAllester author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication wang-etal-2017-emergent 10.18653/v1/W17-2604 https://aclanthology.org/W17-2604/ 2017-08 26 36 Towards Harnessing Memory Networks for Coreference Resolution Joe Cheri author Pushpak Bhattacharyya author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication cheri-bhattacharyya-2017-towards 10.18653/v1/W17-2605 https://aclanthology.org/W17-2605/ 2017-08 37 42 Combining Word-Level and Character-Level Representations for Relation Classification of Informal Text Dongyun Liang author Weiran Xu author Yinge Zhao author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication liang-etal-2017-combining 10.18653/v1/W17-2606 https://aclanthology.org/W17-2606/ 2017-08 43 47 Transfer Learning for Neural Semantic Parsing Xing Fan author Emilio Monti author Lambert Mathias author Markus Dreyer author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication fan-etal-2017-transfer 10.18653/v1/W17-2607 https://aclanthology.org/W17-2607/ 2017-08 48 56 Modeling Large-Scale Structured Relationships with Shared Memory for Knowledge Base Completion Yelong Shen author Po-Sen Huang author Ming-Wei Chang author Jianfeng Gao author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication shen-etal-2017-modeling 10.18653/v1/W17-2608 https://aclanthology.org/W17-2608/ 2017-08 57 68 Knowledge Base Completion: Baselines Strike Back Rudolf Kadlec author Ondrej Bajgar author Jan Kleindienst author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication kadlec-etal-2017-knowledge 10.18653/v1/W17-2609 https://aclanthology.org/W17-2609/ 2017-08 69 74 Sequential Attention: A Context-Aware Alignment Function for Machine Reading Sebastian Brarda author Philip Yeres author Samuel Bowman author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication brarda-etal-2017-sequential 10.18653/v1/W17-2610 https://aclanthology.org/W17-2610/ 2017-08 75 80 Semantic Vector Encoding and Similarity Search Using Fulltext Search Engines Jan Rygl author Jan Pomikálek author Radim Řehůřek author Michal Růžička author Vít Novotný author Petr Sojka author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication rygl-etal-2017-semantic 10.18653/v1/W17-2611 https://aclanthology.org/W17-2611/ 2017-08 81 90 Multi-task Domain Adaptation for Sequence Tagging Nanyun Peng author Mark Dredze author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication peng-dredze-2017-multi 10.18653/v1/W17-2612 https://aclanthology.org/W17-2612/ 2017-08 91 100 Beyond Bilingual: Multi-sense Word Embeddings using Multilingual Context Shyam Upadhyay author Kai-Wei Chang author Matt Taddy author Adam Kalai author James Zou author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication upadhyay-etal-2017-beyond 10.18653/v1/W17-2613 https://aclanthology.org/W17-2613/ 2017-08 101 110 DocTag2Vec: An Embedding Based Multi-label Learning Approach for Document Tagging Sheng Chen author Akshay Soni author Aasish Pappu author Yashar Mehdad author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication chen-etal-2017-doctag2vec 10.18653/v1/W17-2614 https://aclanthology.org/W17-2614/ 2017-08 111 120 Binary Paragraph Vectors Karol Grzegorczyk author Marcin Kurdziel author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication grzegorczyk-kurdziel-2017-binary 10.18653/v1/W17-2615 https://aclanthology.org/W17-2615/ 2017-08 121 130 Representing Compositionality based on Multiple Timescales Gated Recurrent Neural Networks with Adaptive Temporal Hierarchy for Character-Level Language Models Dennis Singh Moirangthem author Jegyung Son author Minho Lee author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication moirangthem-etal-2017-representing 10.18653/v1/W17-2616 https://aclanthology.org/W17-2616/ 2017-08 131 138 Learning Bilingual Projections of Embeddings for Vocabulary Expansion in Machine Translation Pranava Swaroop Madhyastha author Cristina España-Bonet author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication madhyastha-espana-bonet-2017-learning 10.18653/v1/W17-2617 https://aclanthology.org/W17-2617/ 2017-08 139 145 Prediction of Frame-to-Frame Relations in the FrameNet Hierarchy with Frame Embeddings Teresa Botschen author Hatem Mousselly-Sergieh author Iryna Gurevych author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication botschen-etal-2017-prediction 10.18653/v1/W17-2618 https://aclanthology.org/W17-2618/ 2017-08 146 156 Learning Joint Multilingual Sentence Representations with Neural Machine Translation Holger Schwenk author Matthijs Douze author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication schwenk-douze-2017-learning 10.18653/v1/W17-2619 https://aclanthology.org/W17-2619/ 2017-08 157 167 Transfer Learning for Speech Recognition on a Budget Julius Kunze author Louis Kirsch author Ilia Kurenkov author Andreas Krug author Jens Johannsmeier author Sebastian Stober author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication kunze-etal-2017-transfer 10.18653/v1/W17-2620 https://aclanthology.org/W17-2620/ 2017-08 168 177 Gradual Learning of Matrix-Space Models of Language for Sentiment Analysis Shima Asaadi author Sebastian Rudolph author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication asaadi-rudolph-2017-gradual 10.18653/v1/W17-2621 https://aclanthology.org/W17-2621/ 2017-08 178 185 Improving Language Modeling using Densely Connected Recurrent Neural Networks Fréderic Godin author Joni Dambre author Wesley De Neve author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication godin-etal-2017-improving 10.18653/v1/W17-2622 https://aclanthology.org/W17-2622/ 2017-08 186 190 NewsQA: A Machine Comprehension Dataset Adam Trischler author Tong Wang author Xingdi Yuan author Justin Harris author Alessandro Sordoni author Philip Bachman author Kaheer Suleman author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication trischler-etal-2017-newsqa 10.18653/v1/W17-2623 https://aclanthology.org/W17-2623/ 2017-08 191 200 Intrinsic and Extrinsic Evaluation of Spatiotemporal Text Representations in Twitter Streams Lawrence Phillips author Kyle Shaffer author Dustin Arendt author Nathan Hodas author Svitlana Volkova author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication phillips-etal-2017-intrinsic 10.18653/v1/W17-2624 https://aclanthology.org/W17-2624/ 2017-08 201 210 Rethinking Skip-thought: A Neighborhood based Approach Shuai Tang author Hailin Jin author Chen Fang author Zhaowen Wang author Virginia de Sa author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication tang-etal-2017-rethinking 10.18653/v1/W17-2625 https://aclanthology.org/W17-2625/ 2017-08 211 218 A Frame Tracking Model for Memory-Enhanced Dialogue Systems Hannes Schulz author Jeremie Zumer author Layla El Asri author Shikhar Sharma author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication schulz-etal-2017-frame 10.18653/v1/W17-2626 https://aclanthology.org/W17-2626/ 2017-08 219 227 Plan, Attend, Generate: Character-Level Neural Machine Translation with Planning Caglar Gulcehre author Francis Dutil author Adam Trischler author Yoshua Bengio author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication gulcehre-etal-2017-plan 10.18653/v1/W17-2627 https://aclanthology.org/W17-2627/ 2017-08 228 234 Does the Geometry of Word Embeddings Help Document Classification? A Case Study on Persistent Homology-Based Representations Paul Michel author Abhilasha Ravichander author Shruti Rijhwani author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication michel-etal-2017-geometry 10.18653/v1/W17-2628 https://aclanthology.org/W17-2628/ 2017-08 235 240 Adversarial Generation of Natural Language Sandeep Subramanian author Sai Rajeswar author Francis Dutil author Chris Pal author Aaron Courville author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication subramanian-etal-2017-adversarial 10.18653/v1/W17-2629 https://aclanthology.org/W17-2629/ 2017-08 241 251 Deep Active Learning for Named Entity Recognition Yanyao Shen author Hyokun Yun author Zachary Lipton author Yakov Kronrod author Animashree Anandkumar author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication shen-etal-2017-deep 10.18653/v1/W17-2630 https://aclanthology.org/W17-2630/ 2017-08 252 256 Learning when to skim and when to read Alexander Johansen author Richard Socher author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication johansen-socher-2017-learning 10.18653/v1/W17-2631 https://aclanthology.org/W17-2631/ 2017-08 257 264 Learning to Embed Words in Context for Syntactic Tasks Lifu Tu author Kevin Gimpel author Karen Livescu author 2017-08 text Proceedings of the 2nd Workshop on Representation Learning for NLP Phil Blunsom editor Antoine Bordes editor Kyunghyun Cho editor Shay Cohen editor Chris Dyer editor Edward Grefenstette editor Karl Moritz Hermann editor Laura Rimell editor Jason Weston editor Scott Yih editor Association for Computational Linguistics Vancouver, Canada conference publication tu-etal-2017-learning 10.18653/v1/W17-2632 https://aclanthology.org/W17-2632/ 2017-08 265 275