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3rd BlackboxNLP@EMNLP 2020: Online
- Afra Alishahi, Yonatan Belinkov, Grzegorz Chrupala, Dieuwke Hupkes, Yuval Pinter, Hassan Sajjad:

Proceedings of the Third BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, BlackboxNLP@EMNLP 2020, Online, November 2020. Association for Computational Linguistics 2020, ISBN 978-1-952148-86-6 - Varun Gangal, Eduard H. Hovy

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BERTering RAMS: What and How Much does BERT Already Know About Event Arguments? - A Study on the RAMS Dataset. 1-10 - Eugene Kharitonov, Marco Baroni:

Emergent Language Generalization and Acquisition Speed are not tied to Compositionality. 11-15 - Zining Zhu, Chuer Pan, Mohamed Abdalla, Frank Rudzicz:

Examining the rhetorical capacities of neural language models. 16-32 - Amil Merchant, Elahe Rahimtoroghi, Ellie Pavlick, Ian Tenney:

What Happens To BERT Embeddings During Fine-tuning? 33-44 - Hila Gonen, Shauli Ravfogel, Yanai Elazar, Yoav Goldberg

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It's not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT. 45-56 - Naveen Jafer Nizar, Ari Kobren:

Leveraging Extracted Model Adversaries for Improved Black Box Attacks. 57-67 - Marius Mosbach, Anna Khokhlova, Michael A. Hedderich, Dietrich Klakow:

On the Interplay Between Fine-tuning and Sentence-Level Probing for Linguistic Knowledge in Pre-Trained Transformers. 68-82 - Lukas Muttenthaler, Isabelle Augenstein

, Johannes Bjerva
:
Unsupervised Evaluation for Question Answering with Transformers. 83-90 - Shauli Ravfogel, Yanai Elazar, Jacob Goldberger, Yoav Goldberg

:
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations. 91-106 - Marcos V. Treviso, André F. T. Martins:

The Explanation Game: Towards Prediction Explainability through Sparse Communication. 107-118 - Yian Zhang:

Latent Tree Learning with Ordered Neurons: What Parses Does It Produce? 119-125 - Chuanrong Li, Lin Shengshuo, Zeyu Liu, Xinyi Wu, Xuhui Zhou, Shane Steinert-Threlkeld:

Linguistically-Informed Transformations (LIT): A Method for Automatically Generating Contrast Sets. 126-135 - Hande Çelikkanat

, Sami Virpioja
, Jörg Tiedemann
, Marianna Apidianaki:
Controlling the Imprint of Passivization and Negation in Contextualized Representations. 136-148 - Jasmijn Bastings, Katja Filippova:

The elephant in the interpretability room: Why use attention as explanation when we have saliency methods? 149-155 - David Yenicelik, Florian Schmidt, Yannic Kilcher:

How does BERT capture semantics? A closer look at polysemous words. 156-162 - Atticus Geiger, Kyle Richardson, Christopher Potts:

Neural Natural Language Inference Models Partially Embed Theories of Lexical Entailment and Negation. 163-173 - Jaspreet Singh, Jonas Wallat

, Avishek Anand:
BERTnesia: Investigating the capture and forgetting of knowledge in BERT. 174-183 - Devin Johnson, Denise Mak, Andrew Barker, Lexi Loessberg-Zahl:

Probing for Multilingual Numerical Understanding in Transformer-Based Language Models. 184-192 - Rajiv Movva, Jason Y. Zhao:

Dissecting Lottery Ticket Transformers: Structural and Behavioral Study of Sparse Neural Machine Translation. 193-203 - Andrew Runge, Eduard H. Hovy:

Exploring Neural Entity Representations for Semantic Information. 204-216 - R. Thomas McCoy, Junghyun Min

, Tal Linzen:
BERTs of a feather do not generalize together: Large variability in generalization across models with similar test set performance. 217-227 - John X. Morris:

Second-Order NLP Adversarial Examples. 228-237 - Paul Soulos, R. Thomas McCoy, Tal Linzen, Paul Smolensky:

Discovering the Compositional Structure of Vector Representations with Role Learning Networks. 238-254 - Zhengxuan Wu, Thanh-Son Nguyen, Desmond C. Ong:

Structured Self-AttentionWeights Encode Semantics in Sentiment Analysis. 255-264 - Tristan Thrush, Ethan Wilcox, Roger Levy:

Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization. 265-275 - Benjamin Newman, John Hewitt, Percy Liang, Christopher D. Manning:

The EOS Decision and Length Extrapolation. 276-291 - Xikun Zhang, Deepak Ramachandran, Ian Tenney, Yanai Elazar, Dan Roth:

Do Language Embeddings capture Scales? 292-299 - Yiding Hao:

Evaluating Attribution Methods using White-Box LSTMs. 300-313 - Tejaswani Verma, Christoph Lingenfelder, Dietrich Klakow:

Defining Explanation in an AI Context. 314-322 - Jin Yong Yoo, John X. Morris, Eli Lifland, Yanjun Qi:

Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples. 323-332 - Coleman Haley

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This is a BERT. Now there are several of them. Can they generalize to novel words? 333-341 - Jaap Jumelet:

diagNNose: A Library for Neural Activation Analysis. 342-350

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