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Generate-and-Retrieve: use your predictions to improve retrieval for semantic parsing


Sep 29, 2022
Yury Zemlyanskiy, Michiel de Jong, Joshua Ainslie, Panupong Pasupat, Peter Shaw, Linlu Qiu, Sumit Sanghai, Fei Sha

* To appear in the proceedings of COLING 2022 

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Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT


May 24, 2022
James Lee-Thorp, Joshua Ainslie


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LogicInference: A New Dataset for Teaching Logical Inference to seq2seq Models


Apr 11, 2022
Santiago Ontanon, Joshua Ainslie, Vaclav Cvicek, Zachary Fisher

* Accepted at ICLR 2022 OSC workshop (v3 contains updated results after fixing a problem in dataset generation) 

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FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction


Mar 24, 2022
Chen-Yu Lee, Chun-Liang Li, Timothy Dozat, Vincent Perot, Guolong Su, Nan Hua, Joshua Ainslie, Renshen Wang, Yasuhisa Fujii, Tomas Pfister

* Accepted to ACL 2022 

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LongT5: Efficient Text-To-Text Transformer for Long Sequences


Dec 15, 2021
Mandy Guo, Joshua Ainslie, David Uthus, Santiago Ontanon, Jianmo Ni, Yun-Hsuan Sung, Yinfei Yang

* preprint 

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Iterative Decoding for Compositional Generalization in Transformers


Oct 08, 2021
Luana Ruiz, Joshua Ainslie, Santiago Onta帽贸n


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ShopTalk: A System for Conversational Faceted Search


Sep 02, 2021
Gurmeet Manku, James Lee-Thorp, Bhargav Kanagal, Joshua Ainslie, Jingchen Feng, Zach Pearson, Ebenezer Anjorin, Sudeep Gandhe, Ilya Eckstein, Jim Rosswog, Sumit Sanghai, Michael Pohl, Larry Adams, D. Sivakumar


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Making Transformers Solve Compositional Tasks


Aug 09, 2021
Santiago Onta帽贸n, Joshua Ainslie, Vaclav Cvicek, Zachary Fisher


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Improving Compositional Generalization in Classification Tasks via Structure Annotations


Jun 19, 2021
Juyong Kim, Pradeep Ravikumar, Joshua Ainslie, Santiago Onta帽贸n

* Accepted as a short paper at ACL 2021 

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ReadTwice: Reading Very Large Documents with Memories


May 11, 2021
Yury Zemlyanskiy, Joshua Ainslie, Michiel de Jong, Philip Pham, Ilya Eckstein, Fei Sha

* To appear in the proceedings of NAACL 2021 

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