大模型推理能力

Scaling Agents via Continual Pre-training

Liangcai Su, Zhen Zhang, Guangyu Li, Zhuo Chen, Chenxi Wang, Maojia Song, Xinyu Wang, Kuan Li, Jialong Wu, Xuanzhong Chen, Zile Qiao, Zhongwang Zhang, Huifeng Yin, Shihao Cai, Runnan Fang, Zhengwei Tao, Wenbiao Yin, Chenxiong Qian, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

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

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

Tool-R1: Sample-Efficient Reinforcement Learning for Agentic Tool Use

Yabo Zhang, Yihan Zeng, Qingyun Li, Zhen Hu, Kavin Han, Wangmeng Zuo

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

H$^2$R: Hierarchical Hindsight Reflection for Multi-Task LLM Agents

Shicheng Ye, Chao Yu, Kaiqiang Ke, Chengdong Xu, Yinqi Wei

机构 * Sun Yat-sen University（中山大学） ； The University of Sydney（悉尼大学） 纠错

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.AI

Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation

Jiahao Cheng, Tiancheng Su, Jia Yuan, Guoxiu He, Jiawei Liu, Xinqi Tao, Jingwen Xie, Huaxia Li

机构 * East China Normal University（东中国师范大学） ； Wuhan University（武汉大学） ； Xiaohongshu Inc.（小红书公司） 纠错

专题命中 推理评测 ：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.CL

Comments Accepted at EMNLP 2025 Findings

Reasoning with Preference Constraints: A Benchmark for Language Models in Many-to-One Matching Markets

Marylou Fauchard, Florian Carichon, Margarida Carvalho, Golnoosh Farnadi

机构 * Université de Montréal（蒙特利尔大学） ； Mila ； McGill（麦吉尔大学） 纠错

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(abstract)；分类 cs.AI

FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning

Liang Hu, Jianpeng Jiao, Jiashuo Liu, Yanle Ren, Zhoufutu Wen, Kaiyuan Zhang, Xuanliang Zhang, Xiang Gao, Tianci He, Fei Hu, Yali Liao, Zaiyuan Wang, Chenghao Yang, Qianyu Yang, Mingren Yin, Zhiyuan Zeng, Ge Zhang, Xinyi Zhang, Xiying Zhao, Zhenwei Zhu, Hongseok Namkoong, Wenhao Huang, Yuwen Tang

机构 * Columbia Business School（哥伦比亚商学院） 纠错

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

Comments 29 pages

Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs

Hanqing Li, Kiran Sheena Jyothi, Henry Liang, Sharika Mahadevan, Diego Klabjan

机构 * Northwestern University（西北大学） ； EXL Service（EXL服务） ； Vail Systems（Vail系统） ； Netflix 纠错

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

MORABLES: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables

Matteo Marcuzzo, Alessandro Zangari, Andrea Albarelli, Jose Camacho-Collados, Mohammad Taher Pilehvar

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

Comments Accepted to EMNLP 2025 Main Conference

When Safe Unimodal Inputs Collide: Optimizing Reasoning Chains for Cross-Modal Safety in Multimodal Large Language Models

Wei Cai, Shujuan Liu, Jian Zhao, Ziyan Shi, Yusheng Zhao, Yuchen Yuan, Tianle Zhang, Chi Zhang, Xuelong Li

专题命中 推理评测 ：reasoning(title,abstract)；分类 cs.AI

Evaluating LLM Alignment on Personality Inference from Real-World Interview Data

Jianfeng Zhu, Julina Maharjan, Xinyu Li, Karin G. Coifman, Ruoming Jin

专题命中 推理评测 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments 8 pages, 3 figures

Leveraging Large Language Models to Effectively Generate Visual Data for Canine Musculoskeletal Diagnoses

Martin Thißen, Thi Ngoc Diep Tran, Barbara Esteve Ratsch, Ben Joel Schönbein, Ute Trapp, Beate Egner, Romana Piat, Elke Hergenröther

机构 * Darmstadt University of Applied Sciences（达姆施塔特应用技术大学） ； Veterinary Academy of Higher Learning（兽医高等学习学院） ； European University of Technology（欧洲技术大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；chain-of-thought(abstract)

Journal ref Computer Science Research Notes 3501(1) (2025) 27-38

ChartGaze: Enhancing Chart Understanding in LVLMs with Eye-Tracking Guided Attention Refinement

Ali Salamatian, Amirhossein Abaskohi, Wan-Cyuan Fan, Mir Rayat Imtiaz Hossain, Leonid Sigal, Giuseppe Carenini

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments EMNLP 2025

ToM-SSI: Evaluating Theory of Mind in Situated Social Interactions

Matteo Bortoletto, Constantin Ruhdorfer, Andreas Bulling

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 (Main)

LLMs for energy and macronutrients estimation using only text data from 24-hour dietary recalls: a parameter-efficient fine-tuning experiment using a 10-shot prompt

Rodrigo M Carrillo-Larco

专题命中 推理评测 ：chain-of-thought(abstract)；分类 cs.LG

Comments https://github.com/rodrigo-carrillo/LLMs-Macronutrient-Estimation-NHANES-Adolescents

HistoryBankQA: Multilingual Temporal Question Answering on Historical Events

Biswadip Mandal, Anant Khandelwal, Manish Gupta

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Evaluating Large Language Models for Functional and Maintainable Code in Industrial Settings: A Case Study at ASML

Yash Mundhra, Max Valk, Maliheh Izadi

机构 * Delft University of Technology（代尔夫特理工大学） ； ASML（ASML公司） 纠错

专题命中 推理评测 ：chain-of-thought(abstract)；分类 cs.AI

Comments Accepted in the 40th IEEE/ACM International Conference on Automated Software Engineering, ASE 2025 (Industry track)

TransDiffuser: Diverse Trajectory Generation with Decorrelated Multi-modal Representation for End-to-end Autonomous Driving

Xuefeng Jiang, Yuan Ma, Pengxiang Li, Leimeng Xu, Xin Wen, Kun Zhan, Zhongpu Xia, Peng Jia, Xianpeng Lang, Sheng Sun

机构 * LiAuto Inc（LiAuto公司） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动研究所） 纠错

专题命中 推理评测 ：planning(abstract)；分类 cs.LG

Comments Under review

Why Stop at One Error? Benchmarking LLMs as Data Science Code Debuggers for Multi-Hop and Multi-Bug Errors

Zhiyu Yang, Shuo Wang, Yukun Yan, Yang Deng

机构 * Singapore Management University（新加坡管理大学） ； Tsinghua University（清华大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

Comments Accepted at EMNLP 2025 Main, Oral

FinSentLLM: Multi-LLM and Structured Semantic Signals for Enhanced Financial Sentiment Forecasting

Zijian Zhang, Rong Fu, Yangfan He, Xinze Shen, Yanlong Wang, Xiaojing Du, Haochen You, Jiazhao Shi, Simon Fong

专题命中 推理评测 ：reasoning(abstract)

PromptSleuth: Detecting Prompt Injection via Semantic Intent Invariance

Mengxiao Wang, Yuxuan Zhang, Guofei Gu

专题命中 推理评测 ：reasoning(abstract)

TokenSkip: Controllable Chain-of-Thought Compression in LLMs

Heming Xia, Chak Tou Leong, Wenjie Wang, Yongqi Li, Wenjie Li

机构 * Department of Computing, The Hong Kong Polytechnic University（计算学系，香港理工大学） 纠错

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

Comments EMNLP 2025 (Long Paper), camera-ready version

All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning

Caiqi Zhang, Chang Shu, Ehsan Shareghi, Nigel Collier

机构 * University of Cambridge（剑桥大学） ； Monash University（墨尔本大学） 纠错

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

Comments EMNLP 2025 Main

Toward Ownership Understanding of Objects: Active Question Generation with Large Language Model and Probabilistic Generative Model

Saki Hashimoto, Shoichi Hasegawa, Tomochika Ishikawa, Akira Taniguchi, Yoshinobu Hagiwara, Lotfi El Hafi, Tadahiro Taniguchi

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

Comments Submitted to AROB-ISBC 2026 (Journal Track option)

Shapes of Cognition for Computational Cognitive Modeling

Marjorie McShane, Sergei Nirenburg, Sanjay Oruganti, Jesse English

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

ResidualViT for Efficient Temporally Dense Video Encoding

Mattia Soldan, Fabian Caba Heilbron, Bernard Ghanem, Josef Sivic, Bryan Russell

机构 * KAUST（科威特科学与技术王国（KAUST）） ； CIIRC CTU（布拉格技术大学智能信息与计算研究中心（CIIRC CTU）） ； Adobe Research（Adobe研究） 纠错

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

A Scenario-Driven Cognitive Approach to Next-Generation AI Memory

Linyue Cai, Yuyang Cheng, Xiaoding Shao, Huiming Wang, Yong Zhao, Wei Zhang, Kang Li

机构 * School of Computer Science, Sichuan University（四川大学计算机学院） ； School of Cyber Science and Engineering, Sichuan University（四川大学网络科学与工程学院） ； West China Biomedical Big Data Center, Sichuan University West China Hospital（四川大学华西生物医学大数据中心） 纠错

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

GView: A Survey of Binary Forensics via Visual, Semantic, and AI-Enhanced Analysis

Raul Zaharia, Dragoş Gavriluţ, Gheorghiţă Mutu

机构 * Al. I. Cuza University \& Bitdefender, Iași, Romania 纠错

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

Comments In Proceedings FROM 2025, arXiv:2509.11877

Journal ref EPTCS 427, 2025, pp. 134-140

Redefining CX with Agentic AI: Minerva CQ Case Study

Garima Agrawal, Riccardo De Maria, Kiran Davuluri, Daniele Spera, Charlie Read, Cosimo Spera, Jack Garrett, Don Miller

机构 * Minerva CQ AI Research Division（Minerva CQ人工智能研究部） 纠错

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

The Strawberry Problem: Emergence of Character-level Understanding in Tokenized Language Models

Adrian Cosma, Stefan Ruseti, Emilian Radoi, Mihai Dascalu

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

Comments Accepted at EMNLP 2025 Main as Oral Presentation (Top 15% of accepted papers)