语言大模型 / LLM

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Jaechul Roh, Varun Gandhi, Shivani Anilkumar, Arin Garg

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

Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning

Muling Wu, Qi Qian, Wenhao Liu, Xiaohua Wang, Zisu Huang, Di Liang, LI Miao, Shihan Dou, Changze Lv, Zhenghua Wang, Zhibo Xu, Lina Chen, Tianlong Li, Xiaoqing Zheng, Xuanjing Huang

机构 * Fudan University（复旦大学） ； ByteDance Inc.（字节跳动公司） 纠错

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

More or Less Wrong: A Benchmark for Directional Bias in LLM Comparative Reasoning

Mohammadamin Shafiei, Hamidreza Saffari, Nafise Sadat Moosavi

机构 * University of Milan（米兰大学） ； Politecnico di Milano（米兰理工学院） ； University of Sheffield（谢菲尔德大学） 纠错

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

Culturally-Grounded Chain-of-Thought (CG-CoT):Enhancing LLM Performance on Culturally-Specific Tasks in Low-Resource Languages

Madhavendra Thakur

机构 * Independent（独立研究者） 纠错

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

Non-literal Understanding of Number Words by Language Models

Polina Tsvilodub, Kanishk Gandhi, Haoran Zhao, Jan-Philipp Fränken, Michael Franke, Noah D. Goodman

机构 * Department of Linguistics, University of Tübingen（语言学系，图宾根大学） ； Department of Computer Science, Stanford University（计算机科学系，斯坦福大学） ； University of Washington（华盛顿大学） ； Department of Psychology, Stanford University（心理学系，斯坦福大学） ； Departments of Psychology & Computer Science, Stanford University（心理学与计算机科学系，斯坦福大学） 纠错

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

Comments 12 pages, 10 figures. To appear in the Proceedings of CogSci 2025

SCOUT: Teaching Pre-trained Language Models to Enhance Reasoning via Flow Chain-of-Thought

Guanghao Li, Wenhao Jiang, Mingfeng Chen, Yan Li, Hao Yu, Shuting Dong, Tao Ren, Ming Tang, Chun Yuan

机构 * SIGS, Tsinghua University（清华大学信息科学与技术学院） ； Southern University of Science and Technology（南方科技大学） ； Guangdong Laboratory of AI and Digital Economy (SZ)（广东人工智能与数字经济实验室） ； The Hong Kong University of Science and Technology（香港科技大学） ； Peking University（北京大学） 纠错

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

Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization

Ying Zhu, Heng Zhou, Rui Su, Peiqin Zhuang, Lei Bai

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

LEAVS: An LLM-based Labeler for Abdominal CT Supervision

Ricardo Bigolin Lanfredi, Yan Zhuang, Mark Finkelstein, Praveen Thoppey Srinivasan Balamuralikrishna, Luke Krembs, Brandon Khoury, Arthi Reddy, Pritam Mukherjee, Neil M. Rofsky, Ronald M. Summers

机构 * National Institutes of Health Clinical Center（美国国家卫生研究院临床中心） ； Icahn School of Medicine at Mount Sinai（伊坎医学院） ； Walter Reed National Military Medical Center（沃尔特·里德国家军事医疗中心） 纠错

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

Comments Early acceptance (top 9% of submissions) for MICCAI 2025

FM-Planner: Foundation Model Guided Path Planning for Autonomous Drone Navigation

Jiaping Xiao, Cheng Wen Tsao, Yuhang Zhang, Mir Feroskhan

机构 * School of Mechanical and Aerospace Engineering, Nanyang Technological University（机械与航空航天工程学院，南洋理工大学） 纠错

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

Comments This work has been submitted for possible publication

CoIn: Counting the Invisible Reasoning Tokens in Commercial Opaque LLM APIs

Guoheng Sun, Ziyao Wang, Bowei Tian, Meng Liu, Zheyu Shen, Shwai He, Yexiao He, Wanghao Ye, Yiting Wang, Ang Li

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） 纠错

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

Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization

Qingyang Zhang, Haitao Wu, Changqing Zhang, Peilin Zhao, Yatao Bian

机构 * Tianjin University（天津大学） ； Tencent AI Lab（腾讯AI实验室） ； NUS（新加坡国立大学） 纠错

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

Comments Ongoing work. First released on April 8, 2025

Rethinking the Generation of High-Quality CoT Data from the Perspective of LLM-Adaptive Question Difficulty Grading

Qianjin Yu, Keyu Wu, Zihan Chen, Chushu Zhang, Manlin Mei, Lingjun Huang, Fang Tan, Yongsheng Du, Kunlin Liu, Yurui Zhu

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

Chain-of-Thought Prompting for Speech Translation

Ke Hu, Zhehuai Chen, Chao-Han Huck Yang, Piotr Żelasko, Oleksii Hrinchuk, Vitaly Lavrukhin, Jagadeesh Balam, Boris Ginsburg

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

"Well, Keep Thinking": Enhancing LLM Reasoning with Adaptive Injection Decoding

Hyunbin Jin, Je Won Yeom, Seunghyun Bae, Taesup Kim

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

CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting

Haicheng Liao, Hanlin Kong, Bonan Wang, Chengyue Wang, Wang Ye, Zhengbing He, Chengzhong Xu, Zhenning Li

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

Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning

Shengyao Zhuang, Xueguang Ma, Bevan Koopman, Jimmy Lin, Guido Zuccon

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

Bag of Tricks for Inference-time Computation of LLM Reasoning

Fan Liu, Wenshuo Chao, Naiqiang Tan, Hao Liu

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

To Err is Machine: Vulnerability Detection Challenges LLM Reasoning

Benjamin Steenhoek, Md Mahbubur Rahman, Monoshi Kumar Roy, Mirza Sanjida Alam, Hengbo Tong, Swarna Das, Earl T. Barr, Wei Le

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

CAAP: Context-Aware Action Planning Prompting to Solve Computer Tasks with Front-End UI Only

Junhee Cho, Jihoon Kim, Daseul Bae, Jinho Choo, Youngjune Gwon, Yeong-Dae Kwon

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

Comments 11 pages, 7 figures; (20 pages and 16 figures more in appendix)

AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive Scenarios

Xinyi Mou, Jingcong Liang, Jiayu Lin, Xinnong Zhang, Xiawei Liu, Shiyue Yang, Rong Ye, Lei Chen, Haoyu Kuang, Xuanjing Huang, Zhongyu Wei

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

Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards

Hyeonbin Hwang, Doyoung Kim, Seungone Kim, Seonghyeon Ye, Minjoon Seo

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

Comments EMNLP Findings 2024 Camera Ready

Learning to Love Edge Cases in Formative Math Assessment: Using the AMMORE Dataset and Chain-of-Thought Prompting to Improve Grading Accuracy

Owen Henkel, Hannah Horne-Robinson, Maria Dyshel, Nabil Ch, Baptiste Moreau-Pernet, Ralph Abood

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

Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round LLM Generation

Chen Liang, Zhifan Feng, Zihe Liu, Wenbin Jiang, Jinan Xu, Yufeng Chen, Yong Wang

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

Understanding Defects in Generated Codes by Language Models

Ali Mohammadi Esfahani, Nafiseh Kahani, Samuel A. Ajila

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

Exploring LLM Multi-Agents for ICD Coding

Rumeng Li, Xun Wang, Hong Yu

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

Comments 12pages

FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering

Xiaochen Wang, Junqing He, Zhe yang, Yiru Wang, Xiangdi Meng, Kunhao Pan, Zhifang Sui

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

Towards Socially and Morally Aware RL agent: Reward Design With LLM

Zhaoyue Wang

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

BP4ER: Bootstrap Prompting for Explicit Reasoning in Medical Dialogue Generation

Yuhong He, Yongqi Zhang, Shizhu He, Jun Wan

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

Comments Accepted at LREC-COLING 2024

RankPrompt: Step-by-Step Comparisons Make Language Models Better Reasoners

Chi Hu, Yuan Ge, Xiangnan Ma, Hang Cao, Qiang Li, Yonghua Yang, Tong Xiao, Jingbo Zhu

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

Comments LREC-Coling 2024 Long Paper

Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge

Jinlan Fu, Shenzhen Huangfu, Hang Yan, See-Kiong Ng, Xipeng Qiu

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

Comments 18 pages