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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TextGames: Learning to Self-Play Text-Based Puzzle Games via Language Model Reasoning Frederikus Hudi Genta Indra Winata Ruochen Zhang Alham Fikri Aji ReLM LRM 73 2 0 25 Feb 2025
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions Adam Ishay Joohyung Lee LRM 27 1 0 01 Jan 2025
Neuro-Symbolic AI: Explainability, Challenges, and Future Trends Xin Zhang Victor S. Sheng AI4TS 19 0 0 07 Nov 2024
Neuro-Symbolic Traders: Assessing the Wisdom of AI Crowds in Markets Namid R Stillman R. Baggott AIFin 19 0 0 18 Oct 2024
Strategies for Improving NL-to-FOL Translation with LLMs: Data Generation, Incremental Fine-Tuning, and Verification Ramya Keerthy Thatikonda Jiuzhou Han Wray L. Buntine Ehsan Shareghi LRM 24 0 0 24 Sep 2024
Autoformalization of Game Descriptions using Large Language Models Agnieszka Mensfelt Kostas Stathis Vince Trencsenyi OffRL AI4CE LRM 21 2 0 18 Sep 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 60 11 0 16 Aug 2024
PAGED: A Benchmark for Procedural Graphs Extraction from Documents Weihong Du Wenrui Liao Hongru Liang Wenqiang Lei 24 0 0 07 Aug 2024
LLASP: Fine-tuning Large Language Models for Answer Set Programming Erica Coppolillo Francesco Calimeri Giuseppe Manco S. Perri Francesco Ricca 16 0 0 26 Jul 2024
Reliable Reasoning Beyond Natural Language Nasim Borazjanizadeh Steven T Piantadosi LRM ReLM 24 0 0 16 Jul 2024
Bayesian Statistical Modeling with Predictors from LLMs Michael Franke Polina Tsvilodub Fausto Carcassi 21 4 0 13 Jun 2024
ALGO: Object-Grounded Visual Commonsense Reasoning for Open-World Egocentric Action Recognition Sanjoy Kundu Shubham Trehan Sathyanarayanan N. Aakur LM&Ro LRM 27 0 0 09 Jun 2024
A Closer Look at Logical Reasoning with LLMs: The Choice of Tool Matters Long Hei Matthew Lam Ramya Keerthy Thatikonda Ehsan Shareghi ELM LRM 20 0 0 01 Jun 2024
Arithmetic Reasoning with LLM: Prolog Generation & Permutation Xiaocheng Yang Bingsen Chen Yik-Cheung Tam LRM 16 6 0 28 May 2024
Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models Yantao Liu Zijun Yao Xin Lv Yuchen Fan S. Cao Jifan Yu Lei Hou Juanzi Li 28 1 0 04 Apr 2024
Learning to Plan for Language Modeling from Unlabeled Data Nathan Cornille Marie-Francine Moens Florian Mai 22 1 0 31 Mar 2024
Incentivizing News Consumption on Social Media Platforms Using Large Language Models and Realistic Bot Accounts Hadi Askari Anshuman Chhabra Bernhard Clemm von Hohenberg Michael Heseltine Magdalena Wojcieszak 14 2 0 20 Mar 2024
Towards Automatic Composition of ASP Programs from Natural Language Specifications Manuel Borroto Irfan Kareem Francesco Ricca CoGe 13 1 0 07 Mar 2024
AS-ES Learning: Towards Efficient CoT Learning in Small Models Nuwa Xi Yuhan Chen Sendong Zhao Hao Wang Bing Qin Ting Liu LRM 28 0 0 04 Mar 2024
DECIDER: A Dual-System Rule-Controllable Decoding Framework for Language Generation Chen Xu Tian Lan Changlong Yu Wei Wang Jun Gao ... Qunxi Dong Kun Qian Piji Li Wei Bi Bin Hu 31 0 0 04 Mar 2024
When in Doubt, Think Slow: Iterative Reasoning with Latent Imagination Martin A Benfeghoul Umais Zahid Qinghai Guo Z. Fountas OffRL LRM 25 1 0 23 Feb 2024
Calibrating Large Language Models with Sample Consistency Qing Lyu Kumar Shridhar Chaitanya Malaviya Li Zhang Yanai Elazar Niket Tandon Marianna Apidianaki Mrinmaya Sachan Chris Callison-Burch 23 7 0 21 Feb 2024
The Role of Foundation Models in Neuro-Symbolic Learning and Reasoning Daniel Cunnington Mark Law Jorge Lobo Alessandra Russo NAI 19 1 0 02 Feb 2024
Symbol-LLM: Leverage Language Models for Symbolic System in Visual Human Activity Reasoning Xiaoqian Wu Yong-Lu Li Jianhua Sun Cewu Lu 32 5 0 29 Nov 2023
Think Twice: Perspective-Taking Improves Large Language Models' Theory-of-Mind Capabilities Alex Wilf Sihyun Shawn Lee Paul Pu Liang Louis-Philippe Morency LRM 12 16 0 16 Nov 2023
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 20 15 0 16 Nov 2023
Blending Reward Functions via Few Expert Demonstrations for Faithful and Accurate Knowledge-Grounded Dialogue Generation Wanyu Du Yangfeng Ji 8 1 0 02 Nov 2023
Disentangling Extraction and Reasoning in Multi-hop Spatial Reasoning Roshanak Mirzaee Parisa Kordjamshidi LRM 8 4 0 25 Oct 2023
Rethinking Relation Classification with Graph Meaning Representations Li Zhou Wenyu Chen DingYi Zeng Hong Qu Daniel Hershcovich AI4CE 6 0 0 15 Oct 2023
Integrating Symbolic Reasoning into Neural Generative Models for Design Generation Maxwell J. Jacobson Yexiang Xue NAI 22 0 0 13 Oct 2023
A Confederacy of Models: a Comprehensive Evaluation of LLMs on Creative Writing Carlos Gómez-Rodríguez Paul Williams 11 44 0 12 Oct 2023
Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic Xufeng Zhao Mengdi Li Wenhao Lu C. Weber Jae Hee Lee Kun-Mo Chu S. Wermter LRM AI4CE ReLM 14 14 0 23 Sep 2023
BatchPrompt: Accomplish more with less Jianzhe Lin Maurice Diesendruck Liang Du Robin Abraham LRM 4 5 0 01 Sep 2023
Leveraging Large Language Models to Generate Answer Set Programs Adam Ishay Zhun Yang Joohyung Lee ELM LRM 11 9 0 15 Jul 2023
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text Zhun Yang Adam Ishay Joohyung Lee LRM ELM 11 29 0 15 Jul 2023
Learning to Solve Constraint Satisfaction Problems with Recurrent Transformer Zhun Yang Adam Ishay Joohyung Lee 16 5 0 10 Jul 2023
Minding Language Models' (Lack of) Theory of Mind: A Plug-and-Play Multi-Character Belief Tracker Melanie Sclar Sachin Kumar Peter West Alane Suhr Yejin Choi Yulia Tsvetkov 15 44 0 01 Jun 2023
Data and Knowledge for Overtaking Scenarios in Autonomous Driving M. Pinto I. Dutra Joaquim Fonseca 17 1 0 30 May 2023
SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks Bill Yuchen Lin Yicheng Fu Karina Yang Faeze Brahman Shiyu Huang Chandra Bhagavatula Prithviraj Ammanabrolu Yejin Choi Xiang Ren LLMAG LM&Ro LRM 20 93 0 27 May 2023
Discovering Novel Actions from Open World Egocentric Videos with Object-Grounded Visual Commonsense Reasoning Sanjoy Kundu Shubham Trehan Sathyanarayanan N. Aakur LRM LM&Ro 6 0 0 26 May 2023
Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation Yuan Yang Siheng Xiong Ali Payani Ehsan Shareghi Faramarz Fekri LRM 11 32 0 24 May 2023
PEARL: Prompting Large Language Models to Plan and Execute Actions Over Long Documents Simeng Sun Y. Liu Shuohang Wang Chenguang Zhu Mohit Iyyer RALM LRM ReLM 12 36 0 23 May 2023
Improved Compositional Generalization by Generating Demonstrations for Meta-Learning Sam Spilsbury Alexander Ilin 21 1 0 22 May 2023
SimOAP: Improve Coherence and Consistency in Persona-based Dialogue Generation via Over-sampling and Post-evaluation Junkai Zhou Liang Pang Huawei Shen Xueqi Cheng 11 8 0 18 May 2023
SGP-TOD: Building Task Bots Effortlessly via Schema-Guided LLM Prompting Xiaoying Zhang Baolin Peng Kun Li Jingyan Zhou Helen M. Meng 64 37 0 15 May 2023
Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming Hanlin Zhang Jiani Huang Ziyang Li Mayur Naik Eric P. Xing ReLM LRM 15 28 0 05 May 2023
Continual Reasoning: Non-Monotonic Reasoning in Neurosymbolic AI using Continual Learning Sofoklis Kyriakopoulos Artur Garcez NAI LRM 14 0 0 03 May 2023
Chain of Thought Prompt Tuning in Vision Language Models Jiaxin Ge Hongyin Luo Siyuan Qian Yulu Gan Jie Fu Shanghang Zhang VLM LRM MLLM 17 17 0 16 Apr 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 17 13 0 28 Mar 2023
Machine Psychology: Investigating Emergent Capabilities and Behavior in Large Language Models Using Psychological Methods Thilo Hagendorff LLMAG 13 72 0 24 Mar 2023