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

17 July 2020

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

41 / 91 papers shown

Title
SeqZero: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models Jingfeng Yang Haoming Jiang Qingyu Yin Danqing Zhang Bing Yin Diyi Yang 46 47 0 15 May 2022
Measuring and Improving Compositional Generalization in Text-to-SQL via Component Alignment Yujian Gan Xinyun Chen Qiuping Huang Matthew Purver 22 21 0 04 May 2022
Modern Baselines for SPARQL Semantic Parsing Debayan Banerjee Pranav Ajit Nair Jivat Neet Kaur Ricardo Usbeck Chris Biemann 30 29 0 27 Apr 2022
CookieEnforcer: Automated Cookie Notice Analysis and Enforcement Rishabh Khandelwal Asmit Nayak Hamza Harkous Kassem Fawaz 11 8 0 08 Apr 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 34 5 0 07 Apr 2022
LogicInference: A New Dataset for Teaching Logical Inference to seq2seq Models Santiago Ontanon Joshua Ainslie Vaclav Cvicek Zachary Kenneth Fisher NAI ReLM LRM 19 13 0 28 Mar 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 26 32 0 14 Mar 2022
Improving Systematic Generalization Through Modularity and Augmentation Laura Ruis Brenden Lake 43 16 0 22 Feb 2022
Understanding Robust Generalization in Learning Regular Languages Soham Dan Osbert Bastani Dan Roth OOD 6 4 0 20 Feb 2022
Unobserved Local Structures Make Compositional Generalization Hard Ben Bogin Shivanshu Gupta Jonathan Berant CoGe 27 33 0 15 Jan 2022
Improving Compositional Generalization with Latent Structure and Data Augmentation Linlu Qiu Peter Shaw Panupong Pasupat Pawel Krzysztof Nowak Tal Linzen Fei Sha Kristina Toutanova CoGe 28 57 0 14 Dec 2021
Compositional Generalization for Natural Language Interfaces to Web APIs Saghar Hosseini Ahmed Hassan Awadallah Yu-Chuan Su 17 6 0 09 Dec 2021
Systematic Generalization with Edge Transformers Leon Bergen Timothy J. O'Donnell Dzmitry Bahdanau 10 46 0 01 Dec 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 32 7 0 09 Nov 2021
Grounded Graph Decoding Improves Compositional Generalization in Question Answering Yu Gai Paras Jain Wendi Zhang Joseph E. Gonzalez D. Song Ion Stoica BDL OOD 29 8 0 05 Nov 2021
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning Mattia Atzeni Jasmina Bogojeska Andreas Loukas ReLM LRM 27 15 0 27 Oct 2021
The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization Róbert Csordás Kazuki Irie Jürgen Schmidhuber AI4CE 33 55 0 14 Oct 2021
LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing Dora Jambor Dzmitry Bahdanau 105 9 0 14 Oct 2021
Compositional Generalization in Dependency Parsing Emily Goodwin Siva Reddy Timothy J. O'Donnell Dzmitry Bahdanau CoGe 31 5 0 13 Oct 2021
Disentangled Sequence to Sequence Learning for Compositional Generalization Hao Zheng Mirella Lapata CoGe DRL 25 39 0 09 Oct 2021
Iterative Decoding for Compositional Generalization in Transformers Luana Ruiz Joshua Ainslie Santiago Ontañón 22 6 0 08 Oct 2021
Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks Yichen Jiang Joey Tianyi Zhou 98 25 0 30 Sep 2021
Compositional generalization in semantic parsing with pretrained transformers A. Orhan 22 6 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 27 31 0 06 Sep 2021
Sequence-to-Sequence Learning with Latent Neural Grammars Yoon Kim 33 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 30 128 0 26 Aug 2021
Making Transformers Solve Compositional Tasks Santiago Ontañón Joshua Ainslie Vaclav Cvicek Zachary Kenneth Fisher 38 70 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 196 36 0 14 Jul 2021
Improving Compositional Generalization in Classification Tasks via Structure Annotations Juyong Kim Pradeep Ravikumar Joshua Ainslie Santiago Ontañón CoGe 16 18 0 19 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 28 172 0 14 Jun 2021
Meta-Learning to Compositionally Generalize Henry Conklin Bailin Wang Kenny Smith Ivan Titov OOD 28 73 0 08 Jun 2021
Lexicon Learning for Few-Shot Neural Sequence Modeling Ekin Akyürek Jacob Andreas 18 33 0 07 Jun 2021
Case-based Reasoning for Natural Language Queries over Knowledge Bases Rajarshi Das Manzil Zaheer Dung Ngoc Thai Ameya Godbole Ethan Perez Jay Yoon Lee Lizhen Tan L. Polymenakos Andrew McCallum 22 162 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 12 67 0 15 Apr 2021
A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics Qing Li Siyuan Huang Yining Hong Yixin Zhu Ying Nian Wu Song-Chun Zhu AIMat 19 6 0 02 Mar 2021
Symbolic Behaviour in Artificial Intelligence Adam Santoro Andrew Kyle Lampinen Kory W. Mathewson Timothy Lillicrap David Raposo 19 34 0 05 Feb 2021
Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing Xi Lin R. Socher Caiming Xiong LMTD 12 207 0 23 Dec 2020
*-CFQ: Analyzing the Scalability of Machine Learning on a Compositional Task Dmitry Tsarkov Tibor Tihon Nathan Scales Nikola Momchev Danila Sinopalnikov Nathanael Scharli 16 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 182 26 0 08 Dec 2020
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases Yu Gu Sue E. Kase M. Vanni Brian M. Sadler Percy Liang Xifeng Yan Yu-Chuan Su 6 205 0 16 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 27 182 0 24 Oct 2020