Compositional Generalization via Neural-Symbolic Stack Machines

15 August 2020

Papers citing "Compositional Generalization via Neural-Symbolic Stack Machines"

39 / 39 papers shown

Title
Curriculum Abductive Learning Wen-Chao Hu Qi-Jie Li Lin Jia Cunjing Ge Yu-Feng Li Yuan Jiang Zhi-Hua Zhou 4 0 0 18 May 2025
Can LLM find the green circle? Investigation and Human-guided tool manipulation for compositional generalization Min Zhang Jianfeng He Shuo Lei Murong Yue Linhan Wang Chang-Tien Lu 45 4 0 12 Dec 2023
Neural-Logic Human-Object Interaction Detection Liulei Li Jianan Wei Wenguan Wang Yi Yang 46 16 0 16 Nov 2023
Large Language Models can Learn Rules Zhaocheng Zhu Yuan Xue Xinyun Chen Denny Zhou Jian Tang Dale Schuurmans Hanjun Dai LRM ReLM 38 63 0 10 Oct 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 2 0 23 May 2023
How Do In-Context Examples Affect Compositional Generalization? Shengnan An Zeqi Lin Qiang Fu B. Chen Nanning Zheng Jian-Guang Lou Dongmei Zhang 34 49 0 08 May 2023
Theoretical Conditions and Empirical Failure of Bracket Counting on Long Sequences with Linear Recurrent Networks Nadine El-Naggar Pranava Madhyastha Tillman Weyde 14 1 0 07 Apr 2023
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 41 1 0 22 Nov 2022
When Can Transformers Ground and Compose: Insights from Compositional Generalization Benchmarks Ankur Sikarwar Arkil Patel Navin Goyal ViT 33 10 0 23 Oct 2022
Categorizing Semantic Representations for Neural Machine Translation Yongjing Yin Yafu Li Fandong Meng Jie Zhou Yue Zhang 24 6 0 13 Oct 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
Annealed Training for Combinatorial Optimization on Graphs Haoran Sun E. Guha H. Dai 27 18 0 23 Jul 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 32 27 0 15 Jul 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 1,043 0 21 May 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 36 24 0 12 May 2022
Measuring and Improving Compositional Generalization in Text-to-SQL via Component Alignment Yujian Gan Xinyun Chen Qiuping Huang Matthew Purver 27 21 0 04 May 2022
SUBS: Subtree Substitution for Compositional Semantic Parsing Jingfeng Yang Le Zhang Diyi Yang 16 21 0 03 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 37 5 0 07 Apr 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 29 32 0 14 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review Kyle Hamilton Aparna Nayak Bojan Bozic Luca Longo NAI 29 57 0 24 Feb 2022
A Critical Review of Inductive Logic Programming Techniques for Explainable AI Zheng Zhang Liangliang Xu L. Yilmaz Bo Liu 20 7 0 31 Dec 2021
Does MAML Only Work via Feature Re-use? A Data Centric Perspective Brando Miranda Yu-xiong Wang Oluwasanmi Koyejo 35 4 0 24 Dec 2021
UnweaveNet: Unweaving Activity Stories Will Price Carl Vondrick Dima Damen EgoV 24 13 0 19 Dec 2021
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 30 57 0 14 Dec 2021
Compositional Generalization for Natural Language Interfaces to Web APIs Saghar Hosseini Ahmed Hassan Awadallah Yu-Chuan Su 22 6 0 09 Dec 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 35 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 33 55 0 14 Oct 2021
ReaSCAN: Compositional Reasoning in Language Grounding Zhengxuan Wu Elisa Kreiss Desmond C. Ong Christopher Potts CoGe LRM 29 22 0 18 Sep 2021
Procedures as Programs: Hierarchical Control of Situated Agents through Natural Language Shuyan Zhou Pengcheng Yin Graham Neubig LM&Ro 14 1 0 16 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
Pointer Value Retrieval: A new benchmark for understanding the limits of neural network generalization Chiyuan Zhang M. Raghu Jon M. Kleinberg Samy Bengio OOD 32 30 0 27 Jul 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
Can Transformers Jump Around Right in Natural Language? Assessing Performance Transfer from SCAN Rahma Chaabouni Roberto Dessì Eugene Kharitonov 27 20 0 03 Jul 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
On Compositional Generalization of Neural Machine Translation Yafu Li Yongjing Yin Yulong Chen Yue Zhang 156 44 0 31 May 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 18 67 0 15 Apr 2021
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