语言大模型 / LLM

Test-Time-Scaling for Zero-Shot Diagnosis with Visual-Language Reasoning

Ji Young Byun, Young-Jin Park, Navid Azizan, Rama Chellappa

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Prompt engineering and framework: implementation to increase code reliability based guideline for LLMs

Rogelio Cruz, Jonatan Contreras, Francisco Guerrero, Ezequiel Rodriguez, Carlos Valdez, Citlali Carrillo

机构 * IBM Technologies（IBM技术） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Fast on the Easy, Deep on the Hard: Efficient Reasoning via Powered Length Penalty

Zehui Ling, Deshu Chen, Hongwei Zhang, Yifeng Jiao, Xin Guo, Yuan Cheng

机构 * Artificial Intelligence Innovation and Incubation Institute, Fudan University（复旦大学人工智能创新与孵化院） ； School of Data Science, Fudan University（复旦大学数据科学学院） ； Shanghai Academy of Artificial Intelligence for Science（上海人工智能科学研究院） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Multi-Step Visual Reasoning with Visual Tokens Scaling and Verification

Tianyi Bai, Zengjie Hu, Fupeng Sun, Jiantao Qiu, Yizhen Jiang, Guangxin He, Bohan Zeng, Conghui He, Binhang Yuan, Wentao Zhang

机构 * HKUST（香港科技大学） ； Peking University（北京大学） ； Shanghai AI Lab（上海人工智能实验室） ； Imperial College London（伦敦帝国理工学院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；SFT(abstract)；preference optimization(abstract)

Skywork R1V: Pioneering Multimodal Reasoning with Chain-of-Thought

Yi Peng, Peiyu Wang, Xiaokun Wang, Yichen Wei, Jiangbo Pei, Weijie Qiu, Ai Jian, Yunzhuo Hao, Jiachun Pan, Tianyidan Xie, Li Ge, Rongxian Zhuang, Xuchen Song, Yang Liu, Yahui Zhou

机构 * Skywork AI（Skywork人工智能） ； Kunlun Inc.（昆仑公司） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；SFT(abstract)

Beyond Examples: High-level Automated Reasoning Paradigm in In-Context Learning via MCTS

Jinyang Wu, Mingkuan Feng, Shuai Zhang, Feihu Che, Zengqi Wen, Chonghua Liao, Jianhua Tao

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） ； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心） ； Institution for Interdisciplinary Information Sciences, Tsinghua University（交叉信息 sciences 院，清华大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；post-training(abstract)；prompting(abstract)

Training LLMs for EHR-Based Reasoning Tasks via Reinforcement Learning

Jiacheng Lin, Zhenbang Wu, Jimeng Sun

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；SFT(abstract)

QPO: Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning

Yilun Kong, Hangyu Mao, Qi Zhao, Bin Zhang, Jingqing Ruan, Li Shen, Yongzhe Chang, Xueqian Wang, Rui Zhao, Dacheng Tao

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Transactions on Machine Learning Research (TMLR)

Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective

Qingchuan Ma, Yuhang Wu, Xiawu Zheng, Rongrong Ji

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Def-DTS: Deductive Reasoning for Open-domain Dialogue Topic Segmentation

Seungmin Lee, Yongsang Yoo, Minhwa Jung, Min Song

机构 * Yonsei University（延世大学） ； LOTTE INNOVATE（乐天创新） ； LG Eletronics（LG电子） ； Onoma AI 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments 19 pages, 3 figures, Accepted to Findings of the ACL 2025

Improving Multilingual Math Reasoning for African Languages

Odunayo Ogundepo, Akintunde Oladipo, Kelechi Ogueji, Esther Adenuga, David Ifeoluwa Adelani, Jimmy Lin

机构 * The African Research Collective（非洲研究集体） ； Masakhane NLP ； University of Waterloo（滑铁卢大学） ； Mila, McGill University（Mila，麦吉尔大学） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能 chair） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Unveiling the Compositional Ability Gap in Vision-Language Reasoning Model

Tianle Li, Jihai Zhang, Yongming Rao, Yu Cheng

机构 * The Chinese University of Hong Kong（香港中文大学） ； Tencent Hunyuan Research（腾讯文言研究院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；post-training(abstract)；SFT(abstract)

Walking the Tightrope: Disentangling Beneficial and Detrimental Drifts in Non-Stationary Custom-Tuning

Xiaoyu Yang, Jie Lu, En Yu

机构 * Australian Artificial Intelligence Institute (AAII)（澳大利亚人工智能研究所） ； Faulty of Engineering and Information Technology（工程与信息技术学院） ； University of Technology Sydney（悉尼技术大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；preference optimization(abstract)

Comments 17 pages, 5figures

MPS-Prover: Advancing Stepwise Theorem Proving by Multi-Perspective Search and Data Curation

Zhenwen Liang, Linfeng Song, Yang Li, Tao Yang, Feng Zhang, Haitao Mi, Dong Yu

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Comments Work in Progress

Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs

Mirazul Haque, Petr Babkin, Farima Farmahinifarahani, Manuela Veloso

机构 * J. P. Morgan AI Research（摩根大通AI研究） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Generating Privacy-Preserving Personalized Advice with Zero-Knowledge Proofs and LLMs

Hiroki Watanabe, Motonobu Uchikoshi

机构 * The Japan Research Institute, Ltd.（日本研究机构有限公司） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Accepted to The ACM Web Conference (WWW) 2025 Short Paper Track

CRAVE: A Conflicting Reasoning Approach for Explainable Claim Verification Using LLMs

Yingming Zheng, Xiaoliang Liu, Peng Wu, Li Pan

机构 * School of Computer Science, Shanghai Jiao Tong University, Shanghai, China（上海交通大学计算机科学学院） ； Shanghai KEY Laboratory of Integrated Administration Technologies for Information Security, Shanghai, China（上海信息安全集成管理技术重点实验室） ； School of Politics, National Defense University, Shanghai, China（国防大学政治学院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；small language model(abstract)；SLM(abstract)

Reasoning-Based AI for Startup Evaluation (R.A.I.S.E.): A Memory-Augmented, Multi-Step Decision Framework

Jack Preuveneers, Joseph Ternasky, Fuat Alican, Yigit Ihlamur

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement

Xiangyu Peng, Congying Xia, Xinyi Yang, Caiming Xiong, Chien-Sheng Wu, Chen Xing

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Knowledge Graph-extended Retrieval Augmented Generation for Question Answering

Jasper Linders, Jakub M. Tomczak

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Measuring temporal effects of agent knowledge by date-controlled tool use

R. Patrick Xian, Qiming Cui, Stefan Bauer, Reza Abbasi-Asl

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments under review, comments welcome

Exploring GPT-4 for Robotic Agent Strategy with Real-Time State Feedback and a Reactive Behaviour Framework

Thomas O'Brien, Ysobel Sims

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Journal ref Australasian Conference on Robotics and Automation (2023)

Chain of Thoughtlessness? An Analysis of CoT in Planning

Kaya Stechly, Karthik Valmeekam, Subbarao Kambhampati

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments NeurIPS 2024

From Text to Visuals: Using LLMs to Generate Math Diagrams with Vector Graphics

Jaewook Lee, Jeongah Lee, Wanyong Feng, Andrew Lan

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Generative Verifiers: Reward Modeling as Next-Token Prediction

Lunjun Zhang, Arian Hosseini, Hritik Bansal, Mehran Kazemi, Aviral Kumar, Rishabh Agarwal

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

Comments ICLR 2025

STaR-SQL: Self-Taught Reasoner for Text-to-SQL

Mingqian He, Yongliang Shen, Wenqi Zhang, Qiuying Peng, Jun Wang, Weiming Lu

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

O1 Embedder: Let Retrievers Think Before Action

Ruiran Yan, Zheng Liu, Defu Lian

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；foundation model(abstract)

GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better

Xu Chu, Hanlin Xue, Zhijie Tan, Bingce Wang, Tong Mo, Weiping Li

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

Pheromone-based Learning of Optimal Reasoning Paths

Anirudh Chari, Aditya Tiwari, Richard Lian, Suraj Reddy, Brian Zhou

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

ReARTeR: Retrieval-Augmented Reasoning with Trustworthy Process Rewarding

Zhongxiang Sun, Qipeng Wang, Weijie Yu, Xiaoxue Zang, Kai Zheng, Jun Xu, Xiao Zhang, Song Yang, Han Li

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；post-training(abstract)；preference optimization(abstract)

Comments 11 pages, 5 figures