大模型推理能力

Enhancing Event Reasoning in Large Language Models through Instruction Fine-Tuning with Semantic Causal Graphs

Mazal Bethany, Emet Bethany, Brandon Wherry, Cho-Yu Chiang, Nishant Vishwamitra, Anthony Rios, Peyman Najafirad

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

Great Memory, Shallow Reasoning: Limits of $k$NN-LMs

Shangyi Geng, Wenting Zhao, Alexander M Rush

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

A Picture Is Worth a Graph: A Blueprint Debate Paradigm for Multimodal Reasoning

Changmeng Zheng, Dayong Liang, Wengyu Zhang, Xiao-Yong Wei, Tat-Seng Chua, Qing Li

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

Comments Accepted by ACM Multimedia 2024

QUITO: Accelerating Long-Context Reasoning through Query-Guided Context Compression

Wenshan Wang, Yihang Wang, Yixing Fan, Huaming Liao, Jiafeng Guo

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

ClinicalAgent: Clinical Trial Multi-Agent System with Large Language Model-based Reasoning

Ling Yue, Sixue Xing, Jintai Chen, Tianfan Fu

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

Expanding the Scope: Inductive Knowledge Graph Reasoning with Multi-Starting Progressive Propagation

Zhoutian Shao, Yuanning Cui, Wei Hu

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

Comments Accepted in the 23rd International Semantic Web Conference (ISWC 2024)

Reasoning in Large Language Models: A Geometric Perspective

Romain Cosentino, Sarath Shekkizhar

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

Survey on Reasoning Capabilities and Accessibility of Large Language Models Using Biology-related Questions

Michael Ackerman

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

Comments 19 pages, 5 figures

LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs

Kai Wang, Yuwei Xu, Zhiyong Wu, Siqiang Luo

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

Comments Accepted by Findings of ACL2024

Beyond Natural Language: LLMs Leveraging Alternative Formats for Enhanced Reasoning and Communication

Weize Chen, Chenfei Yuan, Jiarui Yuan, Yusheng Su, Chen Qian, Cheng Yang, Ruobing Xie, Zhiyuan Liu, Maosong Sun

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

Comments Code release at https://github.com/thunlp/AutoForm

Retrieval Meets Reasoning: Dynamic In-Context Editing for Long-Text Understanding

Weizhi Fei, Xueyan Niu, Guoqing Xie, Yanhua Zhang, Bo Bai, Lei Deng, Wei Han

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

Do LLMs Exhibit Human-Like Reasoning? Evaluating Theory of Mind in LLMs for Open-Ended Responses

Maryam Amirizaniani, Elias Martin, Maryna Sivachenko, Afra Mashhadi, Chirag Shah

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

On The Importance of Reasoning for Context Retrieval in Repository-Level Code Editing

Alexander Kovrigin, Aleksandra Eliseeva, Yaroslav Zharov, Timofey Bryksin

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

DaVinci at SemEval-2024 Task 9: Few-shot prompting GPT-3.5 for Unconventional Reasoning

Suyash Vardhan Mathur, Akshett Rai Jindal, Manish Shrivastava

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

Ethical Reasoning and Moral Value Alignment of LLMs Depend on the Language we Prompt them in

Utkarsh Agarwal, Kumar Tanmay, Aditi Khandelwal, Monojit Choudhury

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

Towards Logically Consistent Language Models via Probabilistic Reasoning

Diego Calanzone, Stefano Teso, Antonio Vergari

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

Comments Accepted at ICLR 2024 Workshop on Reliable and Responsible Foundation Models

Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning

Tianqing Fang, Zhaowei Wang, Wenxuan Zhou, Hongming Zhang, Yangqiu Song, Muhao Chen

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

Comments Findings of NAACL 2024

Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key?

Qineng Wang, Zihao Wang, Ying Su, Hanghang Tong, Yangqiu Song

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

Comments 22 pages, 5 figures, 10 tables

Reasoning before Comparison: LLM-Enhanced Semantic Similarity Metrics for Domain Specialized Text Analysis

Shaochen Xu, Zihao Wu, Huaqin Zhao, Peng Shu, Zhengliang Liu, Wenxiong Liao, Sheng Li, Andrea Sikora, Tianming Liu, Xiang Li

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

Do Moral Judgment and Reasoning Capability of LLMs Change with Language? A Study using the Multilingual Defining Issues Test

Aditi Khandelwal, Utkarsh Agarwal, Kumar Tanmay, Monojit Choudhury

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

Comments Accepted to EACL 2024 (main)

ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning

Linhao Luo, Jiaxin Ju, Bo Xiong, Yuan-Fang Li, Gholamreza Haffari, Shirui Pan

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

Comments 11 pages, 4 figures

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