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Compositional generalization through meta sequence-to-sequence learning

12 June 2019

Papers citing "Compositional generalization through meta sequence-to-sequence learning"

50 / 133 papers shown

Title
Leveraging Systematic Knowledge of 2D Transformations Jiachen Kang W. Jia Xiangjian He 107 4 0 02 Jun 2022
The CLRS Algorithmic Reasoning Benchmark Petar Velivcković Adria Puigdomenech Badia David Budden Razvan Pascanu Andrea Banino Mikhail Dashevskiy R. Hadsell Charles Blundell 213 96 0 31 May 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 158 54 0 24 May 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 109 1,137 0 21 May 2022
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 78 48 0 15 May 2022
SUBS: Subtree Substitution for Compositional Semantic Parsing Jingfeng Yang Le Zhang Diyi Yang 89 21 0 03 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 81 6 0 07 Apr 2022
Disentangling Abstraction from Statistical Pattern Matching in Human and Machine Learning Sreejan Kumar Ishita Dasgupta Nathaniel D. Daw Jonathan Cohen Thomas Griffiths 80 10 0 04 Apr 2022
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence Learning Juncheng Li Junlin Xie Long Qian Linchao Zhu Siliang Tang Leilei Gan Yi Yang Yueting Zhuang Xinze Wang 95 75 0 24 Mar 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation Shivanshu Gupta Sameer Singh Matt Gardner 96 7 0 16 Mar 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 78 32 0 14 Mar 2022
Improving Systematic Generalization Through Modularity and Augmentation Laura Ruis Brenden M. Lake 107 18 0 22 Feb 2022
Understanding Robust Generalization in Learning Regular Languages Soham Dan Osbert Bastani Dan Roth OOD 62 4 0 20 Feb 2022
Recursive Decoding: A Situated Cognition Approach to Compositional Generation in Grounded Language Understanding Matthew Setzler Scott Howland Lauren A. Phillips LRM 67 5 0 27 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 98 57 0 14 Dec 2021
Systematic Generalization with Edge Transformers Leon Bergen Timothy J. O'Donnell Dzmitry Bahdanau 65 47 0 01 Dec 2021
Composing Partial Differential Equations with Physics-Aware Neural Networks Matthias Karlbauer T. Praditia S. Otte S. Oladyshkin Wolfgang Nowak Martin Volker Butz AI4CE 92 20 0 23 Nov 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 88 7 0 09 Nov 2021
In a Nutshell, the Human Asked for This: Latent Goals for Following Temporal Specifications Borja G. Leon Murray Shanahan Francesco Belardinelli AI4CE 96 16 0 18 Oct 2021
Improving Compositional Generalization with Self-Training for Data-to-Text Generation Sanket Vaibhav Mehta J. Rao Yi Tay Mihir Kale Ankur P. Parikh Emma Strubell AI4CE 92 30 0 16 Oct 2021
The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization Róbert Csordás Kazuki Irie Jürgen Schmidhuber AI4CE 115 57 0 14 Oct 2021
Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks Yichen Jiang Joey Tianyi Zhou 140 26 0 30 Sep 2021
Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics Sean Welleck Peter West Jize Cao Yejin Choi 146 31 0 28 Sep 2021
ReaSCAN: Compositional Reasoning in Language Grounding Zhengxuan Wu Elisa Kreiss Desmond C. Ong Christopher Potts CoGe LRM 79 22 0 18 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization I. Oren Jonathan Herzig Jonathan Berant 73 31 0 06 Sep 2021
Sequence-to-Sequence Learning with Latent Neural Grammars Yoon Kim 162 40 0 02 Sep 2021
Survey of Low-Resource Machine Translation Barry Haddow Rachel Bawden Antonio Valerio Miceli Barone Jindvrich Helcl Alexandra Birch AIMat 118 162 0 01 Sep 2021
The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers Róbert Csordás Kazuki Irie Jürgen Schmidhuber ViT 124 134 0 26 Aug 2021
The paradox of the compositionality of natural language: a neural machine translation case study Verna Dankers Elia Bruni Dieuwke Hupkes CoGe 221 81 0 12 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 249 36 0 14 Jul 2021
Can Transformers Jump Around Right in Natural Language? Assessing Performance Transfer from SCAN Rahma Chaabouni Roberto Dessì Eugene Kharitonov 86 20 0 03 Jul 2021
Few-Shot Learning with a Strong Teacher Han-Jia Ye Lu Ming De-Chuan Zhan Wei-Lun Chao 99 53 0 01 Jul 2021
Meta-Learning to Compositionally Generalize Henry Conklin Bailin Wang Kenny Smith Ivan Titov OOD 104 76 0 08 Jun 2021
On Compositional Generalization of Neural Machine Translation Yafu Li Yongjing Yin Yulong Chen Yue Zhang 230 46 0 31 May 2021
Complementary Structure-Learning Neural Networks for Relational Reasoning Jacob Russin Maryam Zolfaghar Seongmin A. Park E. Boorman R. C. O'Reilly NAI 30 8 0 19 May 2021
Searchable Hidden Intermediates for End-to-End Models of Decomposable Sequence Tasks Siddharth Dalmia Brian Yan Vikas Raunak Florian Metze Shinji Watanabe 89 31 0 02 May 2021
Few-shot Learning for Topic Modeling Tomoharu Iwata BDL 151 7 0 19 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 76 69 0 15 Apr 2021
Paired Examples as Indirect Supervision in Latent Decision Models Nitish Gupta Sameer Singh Matt Gardner Dan Roth 84 7 0 05 Apr 2021
Relational Weight Priors in Neural Networks for Abstract Pattern Learning and Language Modelling R. Kopparti Tillman Weyde 53 0 0 10 Mar 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 64 6 0 02 Mar 2021
Meta-learning One-class Classifiers with Eigenvalue Solvers for Supervised Anomaly Detection Tomoharu Iwata Atsutoshi Kumagai 46 2 0 01 Mar 2021
LTL2Action: Generalizing LTL Instructions for Multi-Task RL Pashootan Vaezipoor Andrew C. Li Rodrigo Toro Icarte Sheila A. McIlraith OffRL AI4CE 127 77 0 13 Feb 2021
Concepts, Properties and an Approach for Compositional Generalization Yuanpeng Li OCL CoGe 26 0 0 08 Feb 2021
A Primer for Neural Arithmetic Logic Modules Bhumika Mistry K. Farrahi Jonathon S. Hare 40 8 0 23 Jan 2021
On (Emergent) Systematic Generalisation and Compositionality in Visual Referential Games with Straight-Through Gumbel-Softmax Estimator Kevin Denamganai James Alfred Walker 123 11 0 19 Dec 2020
Few-shot Sequence Learning with Transformers Lajanugen Logeswaran Ann Lee Myle Ott Honglak Lee MarcÁurelio Ranzato Arthur Szlam ViT 64 12 0 17 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 239 27 0 08 Dec 2020
Sequence-to-Sequence Networks Learn the Meaning of Reflexive Anaphora Robert Frank Jackson Petty 23 2 0 02 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 87 187 0 24 Oct 2020