Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP

Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor 2019-08 Association for Computational Linguistics Florence, Italy text conference publication blackboxnlp-2019-48 https://aclanthology.org/W19-4800/ Transcoding Compositionally: Using Attention to Find More Generalizable Solutions Kris Korrel author Dieuwke Hupkes author Verna Dankers author Elia Bruni author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication korrel-etal-2019-transcoding 10.18653/v1/W19-4801 https://aclanthology.org/W19-4801/ 2019-08 1 11 Sentiment Analysis Is Not Solved! Assessing and Probing Sentiment Classification Jeremy Barnes author Lilja Øvrelid author Erik Velldal author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication barnes-etal-2019-sentiment 10.18653/v1/W19-4802 https://aclanthology.org/W19-4802/ 2019-08 12 23 Second-order Co-occurrence Sensitivity of Skip-Gram with Negative Sampling Dominik Schlechtweg author Cennet Oguz author Sabine Schulte im Walde author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication schlechtweg-etal-2019-second 10.18653/v1/W19-4803 https://aclanthology.org/W19-4803/ 2019-08 24 30 Can Neural Networks Understand Monotonicity Reasoning? Hitomi Yanaka author Koji Mineshima author Daisuke Bekki author Kentaro Inui author Satoshi Sekine author Lasha Abzianidze author Johan Bos author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication yanaka-etal-2019-neural 10.18653/v1/W19-4804 https://aclanthology.org/W19-4804/ 2019-08 31 40 Multi-Granular Text Encoding for Self-Explaining Categorization Zhiguo Wang author Yue Zhang author Mo Yu author Wei Zhang author Lin Pan author Linfeng Song author Kun Xu author Yousef El-Kurdi author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication wang-etal-2019-multi-granular 10.18653/v1/W19-4805 https://aclanthology.org/W19-4805/ 2019-08 41 45 The Meaning of “Most” for Visual Question Answering Models Alexander Kuhnle author Ann Copestake author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication kuhnle-copestake-2019-meaning 10.18653/v1/W19-4806 https://aclanthology.org/W19-4806/ 2019-08 46 55 Do Human Rationales Improve Machine Explanations? Julia Strout author Ye Zhang author Raymond Mooney author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication strout-etal-2019-human 10.18653/v1/W19-4807 https://aclanthology.org/W19-4807/ 2019-08 56 62 Analyzing the Structure of Attention in a Transformer Language Model Jesse Vig author Yonatan Belinkov author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication vig-belinkov-2019-analyzing 10.18653/v1/W19-4808 https://aclanthology.org/W19-4808/ 2019-08 63 76 Detecting Political Bias in News Articles Using Headline Attention Rama Rohit Reddy Gangula author Suma Reddy Duggenpudi author Radhika Mamidi author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication gangula-etal-2019-detecting 10.18653/v1/W19-4809 https://aclanthology.org/W19-4809/ 2019-08 77 84 Testing the Generalization Power of Neural Network Models across NLI Benchmarks Aarne Talman author Stergios Chatzikyriakidis author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication talman-chatzikyriakidis-2019-testing 10.18653/v1/W19-4810 https://aclanthology.org/W19-4810/ 2019-08 85 94 Character Eyes: Seeing Language through Character-Level Taggers Yuval Pinter author Marc Marone author Jacob Eisenstein author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication pinter-etal-2019-character 10.18653/v1/W19-4811 https://aclanthology.org/W19-4811/ 2019-08 95 102 Faithful Multimodal Explanation for Visual Question Answering Jialin Wu author Raymond Mooney author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication wu-mooney-2019-faithful 10.18653/v1/W19-4812 https://aclanthology.org/W19-4812/ 2019-08 103 112 Evaluating Recurrent Neural Network Explanations Leila Arras author Ahmed Osman author Klaus-Robert Müller author Wojciech Samek author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication arras-etal-2019-evaluating 10.18653/v1/W19-4813 https://aclanthology.org/W19-4813/ 2019-08 113 126 On the Realization of Compositionality in Neural Networks Joris Baan author Jana Leible author Mitja Nikolaus author David Rau author Dennis Ulmer author Tim Baumgärtner author Dieuwke Hupkes author Elia Bruni author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication baan-etal-2019-realization 10.18653/v1/W19-4814 https://aclanthology.org/W19-4814/ 2019-08 127 137 Learning the Dyck Language with Attention-based Seq2Seq Models Xiang Yu author Ngoc Thang Vu author Jonas Kuhn author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication yu-etal-2019-learning 10.18653/v1/W19-4815 https://aclanthology.org/W19-4815/ 2019-08 138 146 Modeling Paths for Explainable Knowledge Base Completion Josua Stadelmaier author Sebastian Padó author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication stadelmaier-pado-2019-modeling 10.18653/v1/W19-4816 https://aclanthology.org/W19-4816/ 2019-08 147 157 Probing Word and Sentence Embeddings for Long-distance Dependencies Effects in French and English Paola Merlo author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication merlo-2019-probing 10.18653/v1/W19-4817 https://aclanthology.org/W19-4817/ 2019-08 158 172 Derivational Morphological Relations in Word Embeddings Tomáš Musil author Jonáš Vidra author David Mareček author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication musil-etal-2019-derivational 10.18653/v1/W19-4818 https://aclanthology.org/W19-4818/ 2019-08 173 180 Hierarchical Representation in Neural Language Models: Suppression and Recovery of Expectations Ethan Wilcox author Roger Levy author Richard Futrell author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication wilcox-etal-2019-hierarchical 10.18653/v1/W19-4819 https://aclanthology.org/W19-4819/ 2019-08 181 190 Blackbox Meets Blackbox: Representational Similarity & Stability Analysis of Neural Language Models and Brains Samira Abnar author Lisa Beinborn author Rochelle Choenni author Willem Zuidema author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication abnar-etal-2019-blackbox 10.18653/v1/W19-4820 https://aclanthology.org/W19-4820/ 2019-08 191 203 An LSTM Adaptation Study of (Un)grammaticality Shammur Absar Chowdhury author Roberto Zamparelli author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication chowdhury-zamparelli-2019-lstm 10.18653/v1/W19-4821 https://aclanthology.org/W19-4821/ 2019-08 204 212 An Analysis of Source-Side Grammatical Errors in NMT Antonios Anastasopoulos author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication anastasopoulos-2019-analysis 10.18653/v1/W19-4822 https://aclanthology.org/W19-4822/ 2019-08 213 223 Finding Hierarchical Structure in Neural Stacks Using Unsupervised Parsing William Merrill author Lenny Khazan author Noah Amsel author Yiding Hao author Simon Mendelsohn author Robert Frank author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication merrill-etal-2019-finding 10.18653/v1/W19-4823 https://aclanthology.org/W19-4823/ 2019-08 224 232 Adversarial Attack on Sentiment Classification Yi-Ting Tsai author Min-Chu Yang author Han-Yu Chen author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication tsai-etal-2019-adversarial-attack 10.18653/v1/W19-4824 https://aclanthology.org/W19-4824/ 2019-08 233 240 Open Sesame: Getting inside BERT’s Linguistic Knowledge Yongjie Lin author Yi Chern Tan author Robert Frank author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication lin-etal-2019-open 10.18653/v1/W19-4825 https://aclanthology.org/W19-4825/ 2019-08 241 253 GEval: Tool for Debugging NLP Datasets and Models Filip Graliński author Anna Wróblewska author Tomasz Stanisławek author Kamil Grabowski author Tomasz Górecki author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication gralinski-etal-2019-geval 10.18653/v1/W19-4826 https://aclanthology.org/W19-4826/ 2019-08 254 262 From Balustrades to Pierre Vinken: Looking for Syntax in Transformer Self-Attentions David Mareček author Rudolf Rosa author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication marecek-rosa-2019-balustrades 10.18653/v1/W19-4827 https://aclanthology.org/W19-4827/ 2019-08 263 275 What Does BERT Look at? An Analysis of BERT’s Attention Kevin Clark author Urvashi Khandelwal author Omer Levy author Christopher D Manning author 2019-08 text Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP Tal Linzen editor Grzegorz Chrupała editor Yonatan Belinkov editor Dieuwke Hupkes editor Association for Computational Linguistics Florence, Italy conference publication clark-etal-2019-bert 10.18653/v1/W19-4828 https://aclanthology.org/W19-4828/ 2019-08 276 286