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Jonathan Berant

COVR: A test-bed for Visually Grounded Compositional Generalization with real images


Sep 22, 2021
Ben Bogin, Shivanshu Gupta, Matt Gardner, Jonathan Berant

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* EMNLP 2021 
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Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization


Sep 06, 2021
Inbar Oren, Jonathan Herzig, Jonathan Berant

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Break, Perturb, Build: Automatic Perturbation of Reasoning Paths through Question Decomposition


Jul 29, 2021
Mor Geva, Tomer Wolfson, Jonathan Berant

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Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills


Jul 15, 2021
Ori Yoran, Alon Talmor, Jonathan Berant

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Memory-efficient Transformers via Top-$k$ Attention


Jun 13, 2021
Ankit Gupta, Guy Dar, Shaya Goodman, David Ciprut, Jonathan Berant

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Question Decomposition with Dependency Graphs


Apr 17, 2021
Matan Hasson, Jonathan Berant

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What's in your Head? Emergent Behaviour in Multi-Task Transformer Models


Apr 13, 2021
Mor Geva, Uri Katz, Aviv Ben-Arie, Jonathan Berant

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MultiModalQA: Complex Question Answering over Text, Tables and Images


Apr 13, 2021
Alon Talmor, Ori Yoran, Amnon Catav, Dan Lahav, Yizhong Wang, Akari Asai, Gabriel Ilharco, Hannaneh Hajishirzi, Jonathan Berant

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* ICLR 2021 
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Achieving Model Robustness through Discrete Adversarial Training


Apr 11, 2021
Maor Ivgi, Jonathan Berant

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Value-aware Approximate Attention


Mar 17, 2021
Ankit Gupta, Jonathan Berant

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BERTese: Learning to Speak to BERT


Mar 11, 2021
Adi Haviv, Jonathan Berant, Amir Globerson

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* Accepted to EACL 2021 
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Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies


Jan 06, 2021
Mor Geva, Daniel Khashabi, Elad Segal, Tushar Khot, Dan Roth, Jonathan Berant

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* Accepted for publication in Transactions of the Association for Computational Linguistics (TACL), 2021. Author's final version 
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Few-Shot Question Answering by Pretraining Span Selection


Jan 02, 2021
Ori Ram, Yuval Kirstain, Jonathan Berant, Amir Globerson, Omer Levy

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Transformer Feed-Forward Layers Are Key-Value Memories


Dec 29, 2020
Mor Geva, Roei Schuster, Jonathan Berant, Omer Levy

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SmBoP: Semi-autoregressive Bottom-up Semantic Parsing


Oct 23, 2020
Ohad Rubin, Jonathan Berant

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Improving Compositional Generalization in Semantic Parsing


Oct 12, 2020
Inbar Oren, Jonathan Herzig, Nitish Gupta, Matt Gardner, Jonathan Berant

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Learning Object Detection from Captions via Textual Scene Attributes


Sep 30, 2020
Achiya Jerbi, Roei Herzig, Jonathan Berant, Gal Chechik, Amir Globerson

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Scene Graph to Image Generation with Contextualized Object Layout Refinement


Sep 24, 2020
Maor Ivgi, Yaniv Benny, Avichai Ben-David, Jonathan Berant, Lior Wolf

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Span-based Semantic Parsing for Compositional Generalization


Sep 13, 2020
Jonathan Herzig, Jonathan Berant

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A Simple Global Neural Discourse Parser


Sep 08, 2020
Yichu Zhou, Omri Koshorek, Vivek Srikumar, Jonathan Berant

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Latent Compositional Representations Improve Systematic Generalization in Grounded Question Answering


Jul 01, 2020
Ben Bogin, Sanjay Subramanian, Matt Gardner, Jonathan Berant

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Teaching Pre-Trained Models to Systematically Reason Over Implicit Knowledge


Jun 19, 2020
Alon Talmor, Oyvind Tafjord, Peter Clark, Yoav Goldberg, Jonathan Berant

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GMAT: Global Memory Augmentation for Transformers


Jun 05, 2020
Ankit Gupta, Jonathan Berant

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Obtaining Faithful Interpretations from Compositional Neural Networks


May 02, 2020
Sanjay Subramanian, Ben Bogin, Nitish Gupta, Tomer Wolfson, Sameer Singh, Jonathan Berant, Matt Gardner

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* ACL 2020; first three authors contributed equally 
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Evaluating the Evaluation of Diversity in Natural Language Generation


Apr 26, 2020
Guy Tevet, Jonathan Berant

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Explaining Question Answering Models through Text Generation


Apr 12, 2020
Veronica Latcinnik, Jonathan Berant

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Injecting Numerical Reasoning Skills into Language Models


Apr 09, 2020
Mor Geva, Ankit Gupta, Jonathan Berant

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* ACL 2020 
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