Meta-Learning to Compositionally Generalize

8 June 2021

Bailin Wang

Papers citing "Meta-Learning to Compositionally Generalize"

50 / 56 papers shown

Title
Learning to Substitute Components for Compositional Generalization Z. Li Gangwei Jiang Chenwang Wu Ying Wei Defu Lian Enhong Chen 57 0 0 28 Feb 2025
Data Distributional Properties As Inductive Bias for Systematic Generalization Felipe del-Rio Alain Raymond-Sáez Daniel Florea Rodrigo Toro Icarte Julio Hurtado Cristian B. Calderon Á. Soto AI4CE 33 0 0 27 Feb 2025
Compositional Generalization Across Distributional Shifts with Sparse Tree Operations Paul Soulos Henry Conklin Mattia Opper P. Smolensky Jianfeng Gao Roland Fernandez 68 4 0 18 Dec 2024
Neural networks that overcome classic challenges through practice Kazuki Irie Brenden M. Lake 29 4 0 14 Oct 2024
The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning Xiyan Fu Anette Frank LRM 28 0 0 08 Oct 2024
Robust Fast Adaptation from Adversarially Explicit Task Distribution Generation Cheems Wang Yiqin Lv Yixiu Mao Yun Qu Yi Tian Xu Xiangyang Ji OOD TTA 49 6 0 28 Jul 2024
Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations Matthias Lindemann Alexander Koller Ivan Titov AI4CE NAI 20 2 0 05 Jul 2024
Towards Understanding the Relationship between In-context Learning and Compositional Generalization Sungjun Han Sebastian Padó CoGe 21 2 0 18 Mar 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings Yichen Jiang Xiang Zhou Mohit Bansal 23 1 0 09 Feb 2024
A Philosophical Introduction to Language Models -- Part I: Continuity With Classic Debates Raphael Milliere Cameron Buckner LRM ELM 22 18 0 08 Jan 2024
Neural-Logic Human-Object Interaction Detection Liulei Li Jianan Wei Wenguan Wang Yi Yang 29 16 0 16 Nov 2023
Data Factors for Better Compositional Generalization Xiang Zhou Yichen Jiang Mohit Bansal CoGe OOD 19 3 0 08 Nov 2023
MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition Guangyue Xu Parisa Kordjamshidi Joyce Chai 16 2 0 02 Nov 2023
Structural generalization in COGS: Supertagging is (almost) all you need Alban Petit Caio Corro François Yvon NAI 27 1 0 21 Oct 2023
MAGNIFICo: Evaluating the In-Context Learning Ability of Large Language Models to Generalize to Novel Interpretations Arkil Patel S. Bhattamishra Siva Reddy Dzmitry Bahdanau 29 5 0 18 Oct 2023
Anaphoric Structure Emerges Between Neural Networks Nicholas Edwards H. Rohde Henry Conklin 11 0 0 15 Aug 2023
ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis Kensen Shi Joey Hong Yinlin Deng Pengcheng Yin Manzil Zaheer Charles Sutton 18 18 0 26 Jul 2023
Layer-wise Representation Fusion for Compositional Generalization Yafang Zheng Lei Lin Shantao Liu Binling Wang Zhaohong Lai Wenhao Rao Biao Fu Yidong Chen Xiaodon Shi AI4CE 30 2 0 20 Jul 2023
Learning to Substitute Spans towards Improving Compositional Generalization Zhaoyi Li Ying Wei Defu Lian 10 9 0 05 Jun 2023
Improving Generalization in Language Model-Based Text-to-SQL Semantic Parsing: Two Simple Semantic Boundary-Based Techniques Daking Rai Bailin Wang Yilun Zhou Ziyu Yao 25 27 0 27 May 2023
Modeling rapid language learning by distilling Bayesian priors into artificial neural networks R. Thomas McCoy Thomas L. Griffiths BDL 34 14 0 24 May 2023
Learning to Compose Representations of Different Encoder Layers towards Improving Compositional Generalization Lei Lin Shuangtao Li Yafang Zheng Biao Fu Shantao Liu Yidong Chen Xiaodon Shi CoGe 23 2 0 20 May 2023
ReCOGS: How Incidental Details of a Logical Form Overshadow an Evaluation of Semantic Interpretation Zhengxuan Wu Christopher D. Manning Christopher Potts 22 22 0 24 Mar 2023
Semantic-aware Contrastive Learning for More Accurate Semantic Parsing Shan Wu Chunlei Xin Bo Chen Xianpei Han Le Sun 19 3 0 19 Jan 2023
Unsupervised Learning for Combinatorial Optimization Needs Meta-Learning Hao Wang Pan Li 11 14 0 08 Jan 2023
Uncontrolled Lexical Exposure Leads to Overestimation of Compositional Generalization in Pretrained Models Najoung Kim Tal Linzen P. Smolensky 13 30 0 21 Dec 2022
A Comparative Study on Textual Saliency of Styles from Eye Tracking, Annotations, and Language Models Karin de Langis Dongyeop Kang 16 1 0 19 Dec 2022
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 27 128 0 13 Dec 2022
Real-World Compositional Generalization with Disentangled Sequence-to-Sequence Learning Hao Zheng Mirella Lapata OOD CoGe DRL 11 5 0 12 Dec 2022
Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality Yichen Jiang Xiang Zhou Mohit Bansal 13 10 0 28 Nov 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 22 1 0 22 Nov 2022
Structural generalization is hard for sequence-to-sequence models Yuekun Yao Alexander Koller 17 21 0 24 Oct 2022
Categorizing Semantic Representations for Neural Machine Translation Yongjing Yin Yafu Li Fandong Meng Jie Zhou Yue Zhang 16 6 0 13 Oct 2022
Compositional Generalisation with Structured Reordering and Fertility Layers Matthias Lindemann Alexander Koller Ivan Titov CoGe 27 7 0 06 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 106 92 0 06 Oct 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 187 92 0 29 Sep 2022
Exploring Diversity in Back Translation for Low-Resource Machine Translation Laurie Burchell Alexandra Birch Kenneth Heafield 27 15 0 01 Jun 2022
Evaluating the Impact of Model Scale for Compositional Generalization in Semantic Parsing Linlu Qiu Peter Shaw Panupong Pasupat Tianze Shi Jonathan Herzig Emily Pitler Fei Sha Kristina Toutanova AI4CE LRM 25 52 0 24 May 2022
Is the Computation of Abstract Sameness Relations Human-Like in Neural Language Models? Lukas Thoma Benjamin Roth 11 0 0 12 May 2022
Measuring and Improving Compositional Generalization in Text-to-SQL via Component Alignment Yujian Gan Xinyun Chen Qiuping Huang Matthew Purver 16 21 0 04 May 2022
Meta Learning for Natural Language Processing: A Survey Hung-yi Lee Shang-Wen Li Ngoc Thang Vu 49 42 0 03 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 25 5 0 07 Apr 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation Shivanshu Gupta Sameer Singh Matt Gardner 45 7 0 16 Mar 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 13 32 0 14 Mar 2022
One-Shot Learning from a Demonstration with Hierarchical Latent Language Nathaniel Weir Xingdi Yuan Marc-Alexandre Côté Matthew J. Hausknecht Romain Laroche Ida Momennejad H. V. Seijen Benjamin Van Durme BDL 11 6 0 09 Mar 2022
Compositional Generalization Requires Compositional Parsers Pia Weissenhorn Yuekun Yao L. Donatelli Alexander Koller CoGe 6 3 0 24 Feb 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 23 57 0 14 Dec 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 25 7 0 09 Nov 2021
LAGr: Labeling Aligned Graphs for Improving Systematic Generalization in Semantic Parsing Dora Jambor Dzmitry Bahdanau 97 9 0 14 Oct 2021
Disentangled Sequence to Sequence Learning for Compositional Generalization Hao Zheng Mirella Lapata CoGe DRL 17 39 0 09 Oct 2021