Compositional generalization in a deep seq2seq model by separating syntax and semantics

22 April 2019

Papers citing "Compositional generalization in a deep seq2seq model by separating syntax and semantics"

44 / 44 papers shown

Title
A Theoretical Analysis of Compositional Generalization in Neural Networks: A Necessary and Sufficient Condition Yuanpeng Li CoGe 138 0 0 05 May 2025
Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction Yuncheng Hua Yujin Huang Shuo Huang Tao Feng Lizhen Qu Chris Bain R. Bassed Gholamreza Haffari CML OOD 53 2 0 18 Jun 2024
Towards Equipping Transformer with the Ability of Systematic Compositionality Chen Huang Peixin Qin Wenqiang Lei Jiancheng Lv 27 1 0 12 Dec 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 43 2 0 20 Jul 2023
Compositional Generalization from First Principles Thaddäus Wiedemer Prasanna Mayilvahanan Matthias Bethge Wieland Brendel OCL 25 37 0 10 Jul 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 32 2 0 23 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 25 2 0 20 May 2023
Pretrained Embeddings for E-commerce Machine Learning: When it Fails and Why? Da Xu Bo Yang 22 3 0 09 Apr 2023
Information-Restricted Neural Language Models Reveal Different Brain Regions' Sensitivity to Semantics, Syntax and Context Alexandre Pasquiou Yair Lakretz B. Thirion Christophe Pallier 19 16 0 28 Feb 2023
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 38 1 0 22 Nov 2022
On the Compositional Generalization Gap of In-Context Learning Arian Hosseini Ankit Vani Dzmitry Bahdanau Alessandro Sordoni Aaron C. Courville 19 24 0 15 Nov 2022
Neural-Symbolic Recursive Machine for Systematic Generalization Qing Li Yixin Zhu Yitao Liang Ying Nian Wu Song-Chun Zhu Siyuan Huang NAI 38 9 0 04 Oct 2022
Equivariant Transduction through Invariant Alignment Jennifer C. White Ryan Cotterell 16 4 0 22 Sep 2022
On a Built-in Conflict between Deep Learning and Systematic Generalization Yuanpeng Li OOD 45 0 0 24 Aug 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 12 1,042 0 21 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 30 5 0 07 Apr 2022
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence Learning Juncheng Li Junlin Xie Long Qian Linchao Zhu Siliang Tang Fei Wu Yi Yang Yueting Zhuang X. Wang 36 73 0 24 Mar 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 23 32 0 14 Mar 2022
Improving Systematic Generalization Through Modularity and Augmentation Laura Ruis Brenden Lake 43 16 0 22 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 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
The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization Róbert Csordás Kazuki Irie Jürgen Schmidhuber AI4CE 27 55 0 14 Oct 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 23 128 0 26 Aug 2021
Making Transformers Solve Compositional Tasks Santiago Ontañón Joshua Ainslie Vaclav Cvicek Zachary Kenneth Fisher 33 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 194 36 0 14 Jul 2021
Can Transformers Jump Around Right in Natural Language? Assessing Performance Transfer from SCAN Rahma Chaabouni Roberto Dessì Eugene Kharitonov 19 20 0 03 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
Meta-Learning to Compositionally Generalize Henry Conklin Bailin Wang Kenny Smith Ivan Titov OOD 26 73 0 08 Jun 2021
On Compositional Generalization of Neural Machine Translation Yafu Li Yongjing Yin Yulong Chen Yue Zhang 153 44 0 31 May 2021
Emergent Symbols through Binding in External Memory Taylor W. Webb I. Sinha J. Cohen 67 64 0 29 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
Compositional Generalization and Natural Language Variation: Can a Semantic Parsing Approach Handle Both? Peter Shaw Ming-Wei Chang Panupong Pasupat Kristina Toutanova CoGe 25 182 0 24 Oct 2020
Learning to Recombine and Resample Data for Compositional Generalization Ekin Akyürek Afra Feyza Akyürek Jacob Andreas 24 79 0 08 Oct 2020
Think before you act: A simple baseline for compositional generalization C. Heinze-Deml Diane Bouchacourt CoGe 15 16 0 29 Sep 2020
Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures Daniel Furrer Marc van Zee Nathan Scales Nathanael Scharli CoGe 13 113 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 15 72 0 18 Jun 2020
Learning Compositional Rules via Neural Program Synthesis Maxwell Nye Armando Solar-Lezama J. Tenenbaum Brenden Lake NAI LRM 12 117 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 Xiao Wang Marc van Zee Olivier Bousquet CoGe 21 347 0 20 Dec 2019
Discovering the Compositional Structure of Vector Representations with Role Learning Networks Paul Soulos R. Thomas McCoy Tal Linzen P. Smolensky CoGe 29 43 0 21 Oct 2019
Compositional generalization through meta sequence-to-sequence learning Brenden Lake CoGe 25 196 0 12 Jun 2019
Good-Enough Compositional Data Augmentation Jacob Andreas 24 230 0 21 Apr 2019
Building machines that adapt and compute like brains Brenden Lake J. Tenenbaum AI4CE FedML NAI AILaw 254 890 0 11 Nov 2017