大模型推理能力

ReasoningLM: Enabling Structural Subgraph Reasoning in Pre-trained Language Models for Question Answering over Knowledge Graph

Jinhao Jiang, Kun Zhou, Wayne Xin Zhao, Yaliang Li, Ji-Rong Wen

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments EMNLP-23-Main; simple but effective SOTA on CWQ under a weak-supervised setting

From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning

Zheyuan Zhang, Shane Storks, Fengyuan Hu, Sungryull Sohn, Moontae Lee, Honglak Lee, Joyce Chai

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2023 Main Conference

Ethical Reasoning over Moral Alignment: A Case and Framework for In-Context Ethical Policies in LLMs

Abhinav Rao, Aditi Khandelwal, Kumar Tanmay, Utkarsh Agarwal, Monojit Choudhury

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

GraphLLM: Boosting Graph Reasoning Ability of Large Language Model

Ziwei Chai, Tianjie Zhang, Liang Wu, Kaiqiao Han, Xiaohai Hu, Xuanwen Huang, Yang Yang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Large Language Model (LLM) as a System of Multiple Expert Agents: An Approach to solve the Abstraction and Reasoning Corpus (ARC) Challenge

John Chong Min Tan, Mehul Motani

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 6 main pages, 1 page references, 18 pages appendix

GraphText: Graph Reasoning in Text Space

Jianan Zhao, Le Zhuo, Yikang Shen, Meng Qu, Kai Liu, Michael Bronstein, Zhaocheng Zhu, Jian Tang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Preprint. Work in progress

A Data Source for Reasoning Embodied Agents

Jack Lanchantin, Sainbayar Sukhbaatar, Gabriel Synnaeve, Yuxuan Sun, Kavya Srinet, Arthur Szlam

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Inductive reasoning in humans and large language models

Simon J. Han, Keith Ransom, Andrew Perfors, Charles Kemp

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 61 pages, 5 figures

Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks

Kanishka Misra, Cicero Nogueira dos Santos, Siamak Shakeri

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Findings of ACL 2023

Ask an Expert: Leveraging Language Models to Improve Strategic Reasoning in Goal-Oriented Dialogue Models

Qiang Zhang, Jason Naradowsky, Yusuke Miyao

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted in Findings of the Association for Computational Linguistics: ACL 2023

Enhance Reasoning Ability of Visual-Language Models via Large Language Models

Yueting Yang, Xintong Zhang, Wenjuan Han

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Pragmatic Reasoning in Structured Signaling Games

Emil Carlsson, Devdatt Dubhashi

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments CogSci 2022

MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Zhengyuan Yang, Linjie Li, Jianfeng Wang, Kevin Lin, Ehsan Azarnasab, Faisal Ahmed, Zicheng Liu, Ce Liu, Michael Zeng, Lijuan Wang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Commonsense Reasoning for Conversational AI: A Survey of the State of the Art

Christopher Richardson, Larry Heck

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to Workshop on Knowledge Augmented Methods for Natural Language Processing, in conjunction with AAAI 2023

Interactive Model with Structural Loss for Language-based Abductive Reasoning

Linhao Li, Ming Xu, Yongfeng Dong, Xin Li, Ao Wang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments The paper is under consideration at Pattern Recognition Letters

QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering

Michihiro Yasunaga, Hongyu Ren, Antoine Bosselut, Percy Liang, Jure Leskovec

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments NAACL 2021. Code & data available at https://github.com/michiyasunaga/qagnn

Chaining Simultaneous Thoughts for Numerical Reasoning

Zhihong Shao, Fei Huang, Minlie Huang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Findings of EMNLP 2022

Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement

Bhavana Dalvi Mishra, Oyvind Tafjord, Peter Clark

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments accepted at EMNLP 2022

Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entities

Yuanning Cui, Yuxin Wang, Zequn Sun, Wenqiang Liu, Yiqiao Jiang, Kexin Han, Wei Hu

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted in the 31st ACM International Conference on Information and Knowledge Management (CIKM 2022)

K-level Reasoning for Zero-Shot Coordination in Hanabi

Brandon Cui, Hengyuan Hu, Luis Pineda, Jakob N. Foerster

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Neurips 2021. 15 pages. 2 figures

Journal ref Advances in Neural Information Processing Systems 2021. Vol 34. 8215--8228

Effective Abstract Reasoning with Dual-Contrast Network

Tao Zhuo, Mohan Kankanhalli

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Published on ICLR 2021

KGRGRL: A User's Permission Reasoning Method Based on Knowledge Graph Reward Guidance Reinforcement Learning

Lei Zhang, Yu Pan, Yi Liu, Qibin Zheng, Zhisong Pan

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments 8 pages, 2 figures

Case-based Reasoning for Better Generalization in Textual Reinforcement Learning

Mattia Atzeni, Shehzaad Dhuliawala, Keerthiram Murugesan, Mrinmaya Sachan

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Published as a conference paper at ICLR 2022

Towards Large-Scale Interpretable Knowledge Graph Reasoning for Dialogue Systems

Yi-Lin Tuan, Sajjad Beygi, Maryam Fazel-Zarandi, Qiaozi Gao, Alessandra Cervone, William Yang Wang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments accepted to the Findings of ACL 2022

Is My Model Using The Right Evidence? Systematic Probes for Examining Evidence-Based Tabular Reasoning

Vivek Gupta, Riyaz A. Bhat, Atreya Ghosal, Manish Shrivastava, Maneesh Singh, Vivek Srikumar

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 20 pages, 17 figure, 11 tables, TACL 2022, pre-MIT Press publication version

Semantic Sentence Composition Reasoning for Multi-Hop Question Answering

Qianglong Chen

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted at CCIE 2021

Common Sense Knowledge Learning for Open Vocabulary Neural Reasoning: A First View into Chronic Disease Literature

Ignacio Arroyo-Fernández, José Armando Sánchez-Rojas, Arturo Tellez-Velázquez, Flavio Juárez-Martínez, Raúl Cruz-Barbosa, Enrique Guzmán-Ramírez, Yalbi Itzel Balderas-Martínez

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning

Bill Yuchen Lin, Seyeon Lee, Xiaoyang Qiao, Xiang Ren

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to ACL-IJCNLP 2021 (long paper at main conference). Project website: https://inklab.usc.edu/XCSR/

Empowering Language Understanding with Counterfactual Reasoning

Fuli Feng, Jizhi Zhang, Xiangnan He, Hanwang Zhang, Tat-Seng Chua

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by Findings of ACL'21

Autoregressive Reasoning over Chains of Facts with Transformers

Ruben Cartuyvels, Graham Spinks, Marie-Francine Moens

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Published at International Conference on Computational Linguistics 2020 (ICCL) (COLING)