Improving Compositional Generalization with Latent Structure and Data Augmentation

14 December 2021

Linlu Qiu

Peter Shaw

Panupong Pasupat

Pawel Krzysztof Nowak

Papers citing "Improving Compositional Generalization with Latent Structure and Data Augmentation"

47 / 47 papers shown

Title
How Does Code Pretraining Affect Language Model Task Performance? Jackson Petty Sjoerd van Steenkiste Tal Linzen 75 10 0 06 Sep 2024
Specification Overfitting in Artificial Intelligence Benjamin Roth Pedro Henrique Luz de Araujo Yuxi Xia Saskia Kaltenbrunner Christoph Korab 129 1 0 13 Mar 2024
World Models for Math Story Problems Andreas Opedal Niklas Stoehr Abulhair Saparov Mrinmaya Sachan ReLM 51 12 0 07 Jun 2023
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 64 7 0 09 Nov 2021
Iterative Decoding for Compositional Generalization in Transformers Luana Ruiz Joshua Ainslie Santiago Ontañón 32 6 0 08 Oct 2021
Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks Yichen Jiang Joey Tianyi Zhou 109 25 0 30 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization I. Oren Jonathan Herzig Jonathan Berant 47 31 0 06 Sep 2021
Sequence-to-Sequence Learning with Latent Neural Grammars Yoon Kim 54 40 0 02 Sep 2021
The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers Róbert Csordás Kazuki Irie Jürgen Schmidhuber ViT 50 131 0 26 Aug 2021
Making Transformers Solve Compositional Tasks Santiago Ontañón Joshua Ainslie Vaclav Cvicek Zachary Kenneth Fisher 77 71 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 206 36 0 14 Jul 2021
Meta-Learning to Compositionally Generalize Henry Conklin Bailin Wang Kenny Smith Ivan Titov OOD 75 74 0 08 Jun 2021
Structured Reordering for Modeling Latent Alignments in Sequence Transduction Bailin Wang Mirella Lapata Ivan Titov BDL 39 20 0 06 Jun 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 50 68 0 15 Apr 2021
Learning to Synthesize Data for Semantic Parsing Bailin Wang Wenpeng Yin Xi Lin Caiming Xiong 26 50 0 12 Apr 2021
Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization Yinuo Guo Hualei Zhu Zeqi Lin Bei Chen Jian-Guang Lou Dongmei Zhang BDL 202 26 0 08 Dec 2020
Sequence-Level Mixed Sample Data Augmentation Demi Guo Yoon Kim Alexander M. Rush 35 99 0 18 Nov 2020
Generating Synthetic Data for Task-Oriented Semantic Parsing with Hierarchical Representations Ke M. Tran Ming Tan 21 7 0 03 Nov 2020
Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both? Peter Shaw Ming-Wei Chang Panupong Pasupat Kristina Toutanova CoGe 62 184 0 24 Oct 2020
Compositional Generalization via Semantic Tagging Hao Zheng Mirella Lapata 30 34 0 22 Oct 2020
The EOS Decision and Length Extrapolation Benjamin Newman John Hewitt Percy Liang Christopher D. Manning 43 46 0 14 Oct 2020
Improving Compositional Generalization in Semantic Parsing I. Oren Jonathan Herzig Nitish Gupta Matt Gardner Jonathan Berant 49 63 0 12 Oct 2020
COGS: A Compositional Generalization Challenge Based on Semantic Interpretation Najoung Kim Tal Linzen CoGe 39 276 0 12 Oct 2020
Learning to Recombine and Resample Data for Compositional Generalization Ekin Akyürek Afra Feyza Akyürek Jacob Andreas 51 79 0 08 Oct 2020
Task-Oriented Dialogue as Dataflow Synthesis Semantic Machines Jacob Andreas J. Bufe David Burkett Charles C. Chen ... Izabela Witoszko Jason Wolfe A. Wray Yuchen Zhang Alexander Zotov AIFin 204 155 0 24 Sep 2020
Grounded Adaptation for Zero-shot Executable Semantic Parsing Victor Zhong M. Lewis Sida I. Wang Luke Zettlemoyer 63 99 0 16 Sep 2020
Span-based Semantic Parsing for Compositional Generalization Jonathan Herzig Jonathan Berant ReLM LRM 44 102 0 13 Sep 2020
Compositional Generalization via Neural-Symbolic Stack Machines Xinyun Chen Chen Liang Adams Wei Yu D. Song Denny Zhou BDL 24 100 0 15 Aug 2020
Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures Daniel Furrer Marc van Zee Nathan Scales Nathanael Scharli CoGe 60 114 0 17 Jul 2020
Compositional Generalization by Learning Analytical Expressions Qian Liu Shengnan An Jian-Guang Lou Bei Chen Zeqi Lin Yan Gao Bin Zhou Nanning Zheng Dongmei Zhang CoGe NAI 37 73 0 18 Jun 2020
Learning Compositional Rules via Neural Program Synthesis Maxwell Nye Armando Solar-Lezama J. Tenenbaum Brenden M. Lake NAI LRM 45 117 0 12 Mar 2020
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data Daniel Keysers Nathanael Scharli Nathan Scales Hylke Buisman Daniel Furrer ... Tibor Tihon Dmitry Tsarkov Tianlin Li Marc van Zee Olivier Bousquet CoGe 52 351 0 20 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 270 19,824 0 23 Oct 2019
Compositional Generalization for Primitive Substitutions Yuanpeng Li Liang Zhao Jianyu Wang Joel Hestness 39 86 0 07 Oct 2019
Don't paraphrase, detect! Rapid and Effective Data Collection for Semantic Parsing Jonathan Herzig Jonathan Berant 35 40 0 26 Aug 2019
Compositional generalization through meta sequence-to-sequence learning Brenden M. Lake CoGe 64 198 0 12 Jun 2019
Compositional generalization in a deep seq2seq model by separating syntax and semantics Jacob Russin Jason Jo R. C. O'Reilly Yoshua Bengio 55 103 0 22 Apr 2019
Good-Enough Compositional Data Augmentation Jacob Andreas 52 233 0 21 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 961 93,936 0 11 Oct 2018
Improving Text-to-SQL Evaluation Methodology Catherine Finegan-Dollak Jonathan K. Kummerfeld Li Zhang Karthik Ramanathan Sesh Sadasivam Rui Zhang Dragomir R. Radev 72 279 0 23 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 421 3,101 0 04 Jun 2018
Coarse-to-Fine Decoding for Neural Semantic Parsing Li Dong Mirella Lapata NAI 51 393 0 12 May 2018
A Minimal Span-Based Neural Constituency Parser Mitchell Stern Jacob Andreas Dan Klein 51 196 0 10 May 2017
Data Recombination for Neural Semantic Parsing Robin Jia Percy Liang 60 466 0 11 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 844 149,474 0 22 Dec 2014
Lambda Dependency-Based Compositional Semantics Percy Liang AI4CE 44 139 0 17 Sep 2013
Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars Luke S. Zettlemoyer M. Collins 97 973 0 04 Jul 2012