大模型推理能力

How Ambiguous Are the Rationales for Natural Language Reasoning? A Simple Approach to Handling Rationale Uncertainty

Hazel H. Kim

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to COLING2025

SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models

Yibin Chen, Yifu Yuan, Zeyu Zhang, Yan Zheng, Jinyi Liu, Fei Ni, Jianye Hao, Hangyu Mao, Fuzheng Zhang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted by International World Wide Web Conference (WWW) 2025 (oral)

Explore the Reasoning Capability of LLMs in the Chess Testbed

Shu Wang, Lei Ji, Renxi Wang, Wenxiao Zhao, Haokun Liu, Yifan Hou, Ying Nian Wu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments NAACL2025 Main Conference. Data and models are available: https://mate-chess.github.io/

GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models

Zike Yuan, Ming Liu, Hui Wang, Bing Qin

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning

Pusheng Xu, Yue Wu, Kai Jin, Xiaolan Chen, Mingguang He, Danli Shi

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 29 pages, 4 figures, 1 table

I Think, Therefore I Diffuse: Enabling Multimodal In-Context Reasoning in Diffusion Models

Zhenxing Mi, Kuan-Chieh Wang, Guocheng Qian, Hanrong Ye, Runtao Liu, Sergey Tulyakov, Kfir Aberman, Dan Xu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Project page: https://mizhenxing.github.io/ThinkDiff, 19 pages, 14 figures

Reasoning-Enhanced Object-Centric Learning for Videos

Jian Li, Pu Ren, Yang Liu, Hao Sun

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection

Wen-Chao Hu, Wang-Zhou Dai, Yuan Jiang, Zhi-Hua Zhou

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Comments Accepted by AAAI 2025, Oral

LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions

Adam Ishay, Joohyung Lee

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 42 pages

Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models

Zi'ou Zheng, Christopher Malon, Martin Renqiang Min, Xiaodan Zhu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by EMNLP2024 main conference

Is your LLM trapped in a Mental Set? Investigative study on how mental sets affect the reasoning capabilities of LLMs

Saiful Haq, Niyati Chhaya, Piyush Pandey, Pushpak Bhattacharya

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Decompose-ToM: Enhancing Theory of Mind Reasoning in Large Language Models through Simulation and Task Decomposition

Sneheel Sarangi, Maha Elgarf, Hanan Salam

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to COLING 2025

ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning

Xiangru Tang, Tianyu Hu, Muyang Ye, Yanjun Shao, Xunjian Yin, Siru Ouyang, Wangchunshu Zhou, Pan Lu, Zhuosheng Zhang, Yilun Zhao, Arman Cohan, Mark Gerstein

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

A General Retrieval-Augmented Generation Framework for Multimodal Case-Based Reasoning Applications

Ofir Marom

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 15 pages, 7 figures

InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection

Yuhang Liu, Pengxiang Li, Zishu Wei, Congkai Xie, Xueyu Hu, Xinchen Xu, Shengyu Zhang, Xiaotian Han, Hongxia Yang, Fei Wu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments 14 pages, 7 figures, work in progress

Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning

Jiapu Wang, Kai Sun, Linhao Luo, Wei Wei, Yongli Hu, Alan Wee-Chung Liew, Shirui Pan, Baocai Yin

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems

Yingqian Min, Zhipeng Chen, Jinhao Jiang, Jie Chen, Jia Deng, Yiwen Hu, Yiru Tang, Jiapeng Wang, Xiaoxue Cheng, Huatong Song, Wayne Xin Zhao, Zheng Liu, Zhongyuan Wang, Ji-Rong Wen

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Technical Report on Slow Thinking with LLMs: Part II

Large Language Models have Intrinsic Self-Correction Ability

Dancheng Liu, Amir Nassereldine, Ziming Yang, Chenhui Xu, Yuting Hu, Jiajie Li, Utkarsh Kumar, Changjae Lee, Ruiyang Qin, Yiyu Shi, Jinjun Xiong

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL、cs.AI

Comments in submission

MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL

Arian Askari, Christian Poelitz, Xinye Tang

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted at Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI 2025)

Detecting Emotional Incongruity of Sarcasm by Commonsense Reasoning

Ziqi Qiu, Jianxing Yu, Yufeng Zhang, Hanjiang Lai, Yanghui Rao, Qinliang Su, Jian Yin

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments In the experimental chapter, there is a problem with the experimental setting and needs to be corrected

Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language Models

Quang-Hung Le, Long Hoang Dang, Ngan Le, Truyen Tran, Thao Minh Le

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Benchmarking and Understanding Compositional Relational Reasoning of LLMs

Ruikang Ni, Da Xiao, Qingye Meng, Xiangyu Li, Shihui Zheng, Hongliang Liang

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to the 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25)

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data

Xue Wu, Kostas Tsioutsiouliklis

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.LG

A Theoretical Understanding of Self-Correction through In-context Alignment

Yifei Wang, Yuyang Wu, Zeming Wei, Stefanie Jegelka, Yisen Wang

专题命中 复杂问题求解 ：self-correction(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted at NeurIPS 2024

SemCoder: Training Code Language Models with Comprehensive Semantics Reasoning

Yangruibo Ding, Jinjun Peng, Marcus J. Min, Gail Kaiser, Junfeng Yang, Baishakhi Ray

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments NeurIPS 2024 Camera-ready

Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective

Bo Ni, Yu Wang, Lu Cheng, Erik Blasch, Tyler Derr

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

K-Level Reasoning: Establishing Higher Order Beliefs in Large Language Models for Strategic Reasoning

Yadong Zhang, Shaoguang Mao, Tao Ge, Xun Wang, Yan Xia, Man Lan, Furu Wei

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking

Markus J. Buehler

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Knowledge-Augmented Reasoning for EUAIA Compliance and Adversarial Robustness of LLMs

Tomas Bueno Momcilovic, Dian Balta, Beat Buesser, Giulio Zizzo, Mark Purcell

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted in the VECOMP 2024 workshop

When Reasoning Meets Information Aggregation: A Case Study with Sports Narratives

Yebowen Hu, Kaiqiang Song, Sangwoo Cho, Xiaoyang Wang, Wenlin Yao, Hassan Foroosh, Dong Yu, Fei Liu

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to Main conference of EMNLP 2024