Pathologies of Neural Models Make Interpretations Difficult

20 April 2018

Jordan L. Boyd-Graber

AAML

FAtt

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Papers citing "Pathologies of Neural Models Make Interpretations Difficult"

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Title
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 27 25 0 07 Oct 2020
Interpreting Graph Neural Networks for NLP With Differentiable Edge Masking M. Schlichtkrull Nicola De Cao Ivan Titov AI4CE 36 214 0 01 Oct 2020
A Diagnostic Study of Explainability Techniques for Text Classification Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein XAI FAtt 22 220 0 25 Sep 2020
BERTology Meets Biology: Interpreting Attention in Protein Language Models Jesse Vig Ali Madani Lav Varshney Caiming Xiong R. Socher Nazneen Rajani 31 289 0 26 Jun 2020
NILE : Natural Language Inference with Faithful Natural Language Explanations Sawan Kumar Partha P. Talukdar XAI LRM 19 160 0 25 May 2020
Explaining Black Box Predictions and Unveiling Data Artifacts through Influence Functions Xiaochuang Han Byron C. Wallace Yulia Tsvetkov MILM FAtt AAML TDI 28 165 0 14 May 2020
Don't Explain without Verifying Veracity: An Evaluation of Explainable AI with Video Activity Recognition Mahsan Nourani Chiradeep Roy Tahrima Rahman Eric D. Ragan Nicholas Ruozzi Vibhav Gogate AAML 15 17 0 05 May 2020
Mind the Trade-off: Debiasing NLU Models without Degrading the In-distribution Performance Prasetya Ajie Utama N. Moosavi Iryna Gurevych OODD 14 124 0 01 May 2020
Train No Evil: Selective Masking for Task-Guided Pre-Training Yuxian Gu Zhengyan Zhang Xiaozhi Wang Zhiyuan Liu Maosong Sun 32 59 0 21 Apr 2020
Pretrained Transformers Improve Out-of-Distribution Robustness Dan Hendrycks Xiaoyuan Liu Eric Wallace Adam Dziedzic R. Krishnan D. Song OOD 21 430 0 13 Apr 2020
Towards Faithfully Interpretable NLP Systems: How should we define and evaluate faithfulness? Alon Jacovi Yoav Goldberg XAI 45 571 0 07 Apr 2020
Evaluating Models' Local Decision Boundaries via Contrast Sets Matt Gardner Yoav Artzi Victoria Basmova Jonathan Berant Ben Bogin ... Sanjay Subramanian Reut Tsarfaty Eric Wallace Ally Zhang Ben Zhou ELM 43 84 0 06 Apr 2020
Neural Machine Translation: A Review and Survey Felix Stahlberg 3DV AI4TS MedIm 30 313 0 04 Dec 2019
Semantic Noise Matters for Neural Natural Language Generation Ondrej Dusek David M. Howcroft Verena Rieser 40 117 0 10 Nov 2019
What Question Answering can Learn from Trivia Nerds Jordan L. Boyd-Graber Benjamin Borschinger 24 36 0 31 Oct 2019
On Model Stability as a Function of Random Seed Pranava Madhyastha Dhruv Batra 45 62 0 23 Sep 2019
AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models Eric Wallace Jens Tuyls Junlin Wang Sanjay Subramanian Matt Gardner Sameer Singh MILM 28 137 0 19 Sep 2019
Universal Adversarial Triggers for Attacking and Analyzing NLP Eric Wallace Shi Feng Nikhil Kandpal Matt Gardner Sameer Singh AAML SILM 60 842 0 20 Aug 2019
Incorporating Priors with Feature Attribution on Text Classification Frederick Liu Besim Avci FAtt FaML 36 120 0 19 Jun 2019
Transcoding compositionally: using attention to find more generalizable solutions K. Korrel Dieuwke Hupkes Verna Dankers Elia Bruni 30 31 0 04 Jun 2019
Attention is not Explanation Sarthak Jain Byron C. Wallace FAtt 31 1,301 0 26 Feb 2019
Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation Sahil Singla Eric Wallace Shi Feng S. Feizi FAtt 34 59 0 01 Feb 2019
Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge Ondrej Dusek Jekaterina Novikova Verena Rieser ELM 46 232 0 23 Jan 2019
Explicit Bias Discovery in Visual Question Answering Models Varun Manjunatha Nirat Saini L. Davis CML FAtt 19 92 0 19 Nov 2018
Interpreting Neural Networks With Nearest Neighbors Eric Wallace Shi Feng Jordan L. Boyd-Graber AAML FAtt MILM 20 53 0 08 Sep 2018
An Operation Sequence Model for Explainable Neural Machine Translation Felix Stahlberg Danielle Saunders Bill Byrne LRM MILM 40 29 0 29 Aug 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 205 713 0 17 Apr 2018
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 326 5,849 0 08 Jul 2016
A Decomposable Attention Model for Natural Language Inference Ankur P. Parikh Oscar Täckström Dipanjan Das Jakob Uszkoreit 213 1,367 0 06 Jun 2016