Compositional Generalization in Semantic Parsing: Pre-training vs.
Specialized Architectures

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Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures

17 July 2020

Nathanael Scharli

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Papers citing "Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures"

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Title
Compositional generalization in semantic parsing with pretrained transformers A. Orhan 157 8 0 30 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional GeneralizationConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 I. Oren Jonathan Herzig Jonathan Berant 103 32 0 06 Sep 2021
Sequence-to-Sequence Learning with Latent Neural Grammars Yoon Kim 306 42 0 02 Sep 2021
The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of TransformersConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Róbert Csordás Kazuki Irie Jürgen Schmidhuber ViT 229 144 0 26 Aug 2021
Making Transformers Solve Compositional TasksAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Santiago Ontañón Joshua Ainslie Vaclav Cvicek Zachary Kenneth Fisher 166 81 0 09 Aug 2021
Learning Algebraic Recombination for Compositional Generalization Chenyao Liu Shengnan An Zeqi Lin Qian Liu Bei Chen Jian-Guang Lou Lijie Wen Nanning Zheng Dongmei Zhang CoGe 308 36 0 14 Jul 2021
Improving Compositional Generalization in Classification Tasks via Structure AnnotationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Juyong Kim Pradeep Ravikumar Joshua Ainslie Santiago Ontañón CoGe 128 20 0 19 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLPTransactions of the Association for Computational Linguistics (TACL), 2021 Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 148 199 0 14 Jun 2021
Meta-Learning to Compositionally GeneralizeAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Henry Conklin Bailin Wang Kenny Smith Ivan Titov OOD 155 80 0 08 Jun 2021
Lexicon Learning for Few-Shot Neural Sequence ModelingAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Ekin Akyürek Jacob Andreas 133 33 0 07 Jun 2021
Case-based Reasoning for Natural Language Queries over Knowledge BasesConference on Empirical Methods in Natural Language Processing (EMNLP), 2021 Rajarshi Das Manzil Zaheer Dung Ngoc Thai Ameya Godbole Ethan Perez Jay Yoon Lee Lizhen Tan L. Polymenakos Andrew McCallum 163 187 0 18 Apr 2021
Unlocking Compositional Generalization in Pre-trained Models Using Intermediate Representations Jonathan Herzig Peter Shaw Ming-Wei Chang Kelvin Guu Panupong Pasupat Yuan Zhang AI4CE 112 70 0 15 Apr 2021
Symbolic Behaviour in Artificial Intelligence Adam Santoro Andrew Kyle Lampinen Kory W. Mathewson Timothy Lillicrap David Raposo 119 36 0 05 Feb 2021
Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic ParsingFindings (Findings), 2020 Xi Lin R. Socher Caiming Xiong LMTD 202 220 0 23 Dec 2020
*-CFQ: Analyzing the Scalability of Machine Learning on a Compositional TaskAAAI Conference on Artificial Intelligence (AAAI), 2020 Dmitry Tsarkov Tibor Tihon Nathan Scales Nikola Momchev Danila Sinopalnikov Nathanael Scharli 117 17 0 15 Dec 2020
Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization Yinuo Guo Hualei Zhu Zeqi Lin Bei Chen Jian-Guang Lou Dongmei Zhang BDL 298 28 0 08 Dec 2020
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge BasesThe Web Conference (WWW), 2020 Yu Gu Sue E. Kase M. Vanni Brian M. Sadler Abigail Z. Jacobs Xifeng Yan Yu-Chuan Su 363 249 0 16 Nov 2020
Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both?Annual Meeting of the Association for Computational Linguistics (ACL), 2020 Peter Shaw Ming-Wei Chang Panupong Pasupat Kristina Toutanova CoGe 164 191 0 24 Oct 2020