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Human few-shot learning of compositional instructions

14 January 2019

Papers citing "Human few-shot learning of compositional instructions"

47 / 47 papers shown

Title
InductionBench: LLMs Fail in the Simplest Complexity Class Wenyue Hua Tyler Wong Sun Fei Liangming Pan Adam Jardine William Yang Wang LRM 141 5 0 20 Feb 2025
Temporal Representation Alignment: Successor Features Enable Emergent Compositionality in Robot Instruction Following Vivek Myers Bill Chunyuan Zheng Anca Dragan Kuan Fang Sergey Levine 196 1 0 08 Feb 2025
Few-Shot Task Learning through Inverse Generative Modeling Aviv Netanyahu Yilun Du Antonia Bronars Jyothish Pari J. Tenenbaum Tianmin Shu Pulkit Agrawal 131 4 0 07 Nov 2024
MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models Jiachun Li Pengfei Cao Zhuoran Jin Yubo Chen Kang Liu Jun Zhao LRM ELM 80 7 0 12 Oct 2024
When does compositional structure yield compositional generalization? A kernel theory Samuel Lippl Kim Stachenfeld NAI CoGe 253 10 0 26 May 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 189 4 0 24 May 2024
Neural Slot Interpreters: Grounding Object Semantics in Emergent Slot Representations Bhishma Dedhia N. Jha OCL 145 1 0 02 Feb 2024
D3: Data Diversity Design for Systematic Generalization in Visual Question Answering Amir Rahimi Vanessa D’Amario Moyuru Yamada Kentaro Takemoto Tomotake Sasaki Xavier Boix 66 1 0 15 Sep 2023
MEWL: Few-shot multimodal word learning with referential uncertainty Guangyuan Jiang Manjie Xu Shiji Xin Weihan Liang Yujia Peng Chi Zhang Yixin Zhu OffRL 88 17 0 01 Jun 2023
Im-Promptu: In-Context Composition from Image Prompts Bhishma Dedhia Michael Chang Jake C. Snell Thomas Griffiths N. Jha LRM MLLM 103 2 0 26 May 2023
A Survey on Compositional Generalization in Applications Baihan Lin Djallel Bouneffouf Irina Rish AI4CE 116 13 0 02 Feb 2023
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 97 1 0 22 Nov 2022
What Artificial Neural Networks Can Tell Us About Human Language Acquisition Alex Warstadt Samuel R. Bowman 88 120 0 17 Aug 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
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 89 8 0 09 Mar 2022
Can Humans Do Less-Than-One-Shot Learning? Maya Malaviya Ilia Sucholutsky Kerem Oktar Thomas Griffiths 149 8 0 09 Feb 2022
Interpretable Learned Emergent Communication for Human-Agent Teams Seth Karten Mycal Tucker Huao Li Siva Kailas Michael Lewis Katia Sycara AI4CE 80 10 0 19 Jan 2022
Learning Symbolic Rules for Reasoning in Quasi-Natural Language Kaiyu Yang Jia Deng NAI ReLM LRM 61 13 0 23 Nov 2021
Schrödinger's Tree -- On Syntax and Neural Language Models Artur Kulmizev Joakim Nivre 70 6 0 17 Oct 2021
We went to look for meaning and all we got were these lousy representations: aspects of meaning representation for computational semantics Simon Dobnik R. Cooper Adam Ek Bill Noble Staffan Larsson N. Ilinykh Vladislav Maraev Vidya Somashekarappa 64 0 0 10 Sep 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
Few-Shot Learning with a Strong Teacher Han-Jia Ye Lu Ming De-Chuan Zhan Wei-Lun Chao 99 53 0 01 Jul 2021
Leveraging Language to Learn Program Abstractions and Search Heuristics Catherine Wong Kevin Ellis J. Tenenbaum Jacob Andreas 107 56 0 18 Jun 2021
Lexicon Learning for Few-Shot Neural Sequence Modeling Ekin Akyürek Jacob Andreas 95 33 0 07 Jun 2021
Modelling the development of counting with memory-augmented neural networks Zachary Dulberg Taylor Webb Jonathan Cohen 91 3 0 21 May 2021
Flexible Compositional Learning of Structured Visual Concepts Yanli Zhou Brenden M. Lake OCL CoGe 41 7 0 20 May 2021
Fast and flexible: Human program induction in abstract reasoning tasks Aysja Johnson Wai Keen Vong Brenden M. Lake Todd M. Gureckis LRM 40 33 0 10 Mar 2021
Symbolic Behaviour in Artificial Intelligence Adam Santoro Andrew Kyle Lampinen Kory W. Mathewson Timothy Lillicrap David Raposo 79 34 0 05 Feb 2021
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
Compositional Generalization via Semantic Tagging Hao Zheng Mirella Lapata 79 35 0 22 Oct 2020
Learning to Recombine and Resample Data for Compositional Generalization Ekin Akyürek Afra Feyza Akyürek Jacob Andreas 82 81 0 08 Oct 2020
Compositional Generalization via Neural-Symbolic Stack Machines Xinyun Chen Chen Liang Adams Wei Yu Basel Alomair Denny Zhou BDL 79 101 0 15 Aug 2020
What they do when in doubt: a study of inductive biases in seq2seq learners Eugene Kharitonov Rahma Chaabouni 79 27 0 26 Jun 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 76 73 0 18 Jun 2020
Probing Linguistic Systematicity Emily Goodwin Koustuv Sinha Timothy J. O'Donnell 146 58 0 08 May 2020
Teaching Machine Comprehension with Compositional Explanations Qinyuan Ye Xiao Huang Elizabeth Boschee Xiang Ren LRM ReLM 96 34 0 02 May 2020
Language (Re)modelling: Towards Embodied Language Understanding Ronen Tamari Chen Shani Tom Hope Miriam R. L. Petruck Omri Abend Dafna Shahaf 72 28 0 01 May 2020
Learning Compositional Rules via Neural Program Synthesis Maxwell Nye Armando Solar-Lezama J. Tenenbaum Brenden M. Lake NAI LRM 83 118 0 12 Mar 2020
A Benchmark for Systematic Generalization in Grounded Language Understanding Laura Ruis Jacob Andreas Marco Baroni Diane Bouchacourt Brenden M. Lake 109 145 0 11 Mar 2020
Ecological Semantics: Programming Environments for Situated Language Understanding Ronen Tamari Gabriel Stanovsky Dafna Shahaf Reut Tsarfaty 56 3 0 10 Mar 2020
Compositional Generalization for Primitive Substitutions Yuanpeng Li Liang Zhao Jianyu Wang Joel Hestness 72 87 0 07 Oct 2019
Environmental drivers of systematicity and generalization in a situated agent Felix Hill Andrew Kyle Lampinen R. Schneider S. Clark M. Botvinick James L. McClelland Adam Santoro OOD 136 107 0 01 Oct 2019
Do Neural Language Representations Learn Physical Commonsense? Maxwell Forbes Ari Holtzman Yejin Choi NAI LRM AI4CE 58 110 0 08 Aug 2019
Mutual exclusivity as a challenge for deep neural networks Kanishk Gandhi Brenden M. Lake 91 14 0 24 Jun 2019
Compositional generalization through meta sequence-to-sequence learning Brenden M. Lake CoGe 112 199 0 12 Jun 2019
The relational processing limits of classic and contemporary neural network models of language processing Guillermo Puebla Andrea E. Martin L. Doumas 54 10 0 12 May 2019
Good-Enough Compositional Data Augmentation Jacob Andreas 107 234 0 21 Apr 2019