Improving Coherence and Consistency in Neural Sequence Models with Dual-System, Neuro-Symbolic Reasoning

6 July 2021

Maxwell Nye

Michael Henry Tessler

J. Tenenbaum

Brenden Lake

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Papers citing "Improving Coherence and Consistency in Neural Sequence Models with Dual-System, Neuro-Symbolic Reasoning"

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NeuroQL: A Neuro-Symbolic Language and Dataset for Inter-Subjective Reasoning Nick Papoulias LRM NAI 15 0 0 13 Mar 2023
For Generated Text, Is NLI-Neutral Text the Best Text? Michail Mersinias Kyle Mahowald 13 1 0 16 Feb 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 132 151 0 31 Dec 2022
CoRRPUS: Code-based Structured Prompting for Neurosymbolic Story Understanding Yi Dong Lara J. Martin Chris Callison-Burch 35 7 0 21 Dec 2022
AnyTOD: A Programmable Task-Oriented Dialog System Jeffrey Zhao Yuan Cao Raghav Gupta Harrison Lee Abhinav Rastogi Mingqiu Wang H. Soltau Izhak Shafran Yonghui Wu VLM 13 8 0 20 Dec 2022
Thinking Fast and Slow in Large Language Models Thilo Hagendorff Sarah Fabi Michal Kosinski LLMAG LRM 12 131 0 10 Dec 2022
Plug-and-Play Recipe Generation with Content Planning Yinhong Liu Yixuan Su Ehsan Shareghi Nigel Collier 8 5 0 09 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 14 0 0 22 Nov 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 15 322 0 18 Nov 2022
Solving Math Word Problems via Cooperative Reasoning induced Language Models Xinyu Zhu Junjie Wang Lin Zhang Yuxiang Zhang Ruyi Gan Jiaxing Zhang Yujiu Yang ReLM LRM 8 45 0 28 Oct 2022
Query Expansion Using Contextual Clue Sampling with Language Models Linqing Liu Minghan Li Jimmy J. Lin Sebastian Riedel Pontus Stenetorp 22 8 0 13 Oct 2022
Neuro-symbolic Explainable Artificial Intelligence Twin for Zero-touch IoE in Wireless Network M. S. Munir Ki Tae Kim Apurba Adhikary Walid Saad Sachin Shetty Seong-Bae Park C. Hong 11 15 0 13 Oct 2022
Non-Axiomatic Term Logic: A Computational Theory of Cognitive Symbolic Reasoning Kotaro Funakoshi NAI 6 1 0 12 Oct 2022
ThinkSum: Probabilistic reasoning over sets using large language models Batu Mehmet Ozturkler Nikolay Malkin Zhen Wang Nebojsa Jojic ReLM LRM 26 11 0 04 Oct 2022
Who is GPT-3? An Exploration of Personality, Values and Demographics Marilù Miotto Nicola Rossberg Bennett Kleinberg ELM PILM 8 81 0 28 Sep 2022
On Reality and the Limits of Language Data: Aligning LLMs with Human Norms Nigel Collier Fangyu Liu Ehsan Shareghi 6 2 0 25 Aug 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 12 148 0 14 Jul 2022
Using cognitive psychology to understand GPT-3 Marcel Binz Eric Schulz ELM LLMAG 228 435 0 21 Jun 2022
Neuro-Symbolic Procedural Planning with Commonsense Prompting Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu X. Wang M. Eckstein William Yang Wang LM&Ro 4 22 0 06 Jun 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 201 157 0 24 May 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 14 335 0 19 May 2022
Structured, flexible, and robust: benchmarking and improving large language models towards more human-like behavior in out-of-distribution reasoning tasks K. M. Collins Catherine Wong Jiahai Feng Megan Wei J. Tenenbaum LRM 12 54 0 11 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods Wei Li Wenhao Wu Moye Chen Jiachen Liu Xinyan Xiao Hua-Hong Wu HILM 11 24 0 10 Mar 2022
Improving Systematic Generalization Through Modularity and Augmentation Laura Ruis Brenden Lake 22 13 0 22 Feb 2022
Relational Memory Augmented Language Models Qi Liu Dani Yogatama Phil Blunsom KELM RALM 61 27 0 24 Jan 2022
MetaCOG: A Hierarchical Probabilistic Model for Learning Meta-Cognitive Visual Representations Marlene D. Berke Zhangir Azerbayev M. Belledonne Zenna Tavares J. Jara-Ettinger 11 0 0 06 Oct 2021
Abstraction, Reasoning and Deep Learning: A Study of the "Look and Say" Sequence Wlodek Zadrozny 9 1 0 27 Sep 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 287 196 0 18 Apr 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 3,790 0 24 Feb 2021
Symbolic Behaviour in Artificial Intelligence Adam Santoro Andrew Kyle Lampinen Kory W. Mathewson Timothy Lillicrap David Raposo 4 32 0 05 Feb 2021
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 55 232 0 10 Dec 2020
Task-Oriented Dialogue as Dataflow Synthesis Semantic Machines Jacob Andreas J. Bufe David Burkett Charles C. Chen ... Izabela Witoszko Jason Wolfe A. Wray Yuchen Zhang Alexander Zotov AIFin 174 151 0 24 Sep 2020