大模型推理能力

Causal Interventions on Causal Paths: Mapping GPT-2's Reasoning From Syntax to Semantics

Isabelle Lee, Joshua Lum, Ziyi Liu, Dani Yogatama

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

Comments 12 pages

From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks

Xiaofeng Zhang, Yihao Quan, Chen Shen, Xiaosong Yuan, Shaotian Yan, Liang Xie, Wenxiao Wang, Chaochen Gu, Hao Tang, Jieping Ye

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

How Much Can RAG Help the Reasoning of LLM?

Jingyu Liu, Jiaen Lin, Yong Liu

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

When a language model is optimized for reasoning, does it still show embers of autoregression? An analysis of OpenAI o1

R. Thomas McCoy, Shunyu Yao, Dan Friedman, Mathew D. Hardy, Thomas L. Griffiths

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

Comments 6 pages; updated to fix typo in Fig 4 caption

MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning

Wenqi Shi, Ran Xu, Yuchen Zhuang, Yue Yu, Haotian Sun, Hang Wu, Carl Yang, May D. Wang

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

Comments Accepted in EMNLP 2024 main conference

Enhancing Temporal Sensitivity and Reasoning for Time-Sensitive Question Answering

Wanqi Yang, Yanda Li, Meng Fang, Ling Chen

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

Comments Accepted by EMNLP 2024 Findings

In-Context Learning May Not Elicit Trustworthy Reasoning: A-Not-B Errors in Pretrained Language Models

Pengrui Han, Peiyang Song, Haofei Yu, Jiaxuan You

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

Comments Accepted at EMNLP 2024 Findings

Automatic Control With Human-Like Reasoning: Exploring Language Model Embodied Air Traffic Agents

Justas Andriuškevičius, Junzi Sun

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

Dissociation of Faithful and Unfaithful Reasoning in LLMs

Evelyn Yee, Alice Li, Chenyu Tang, Yeon Ho Jung, Ramamohan Paturi, Leon Bergen

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

Comments code published at https://github.com/CoTErrorRecovery/CoTErrorRecovery

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