大模型推理能力

Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation

Haonan Shangguan, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Ge Yu

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

ReasoningTrack: Chain-of-Thought Reasoning for Long-term Vision-Language Tracking

Xiao Wang, Liye Jin, Xufeng Lou, Shiao Wang, Lan Chen, Bo Jiang, Zhipeng Zhang

机构 * School of Computer Science and Technology, Anhui University（安徽大学计算机科学与技术学院） ； School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； School of Electronic and Information Engineering, Anhui University（安徽大学电子与信息工程学院） 纠错

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

R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Martin Weyssow, Chengran Yang, Junkai Chen, Ratnadira Widyasari, Ting Zhang, Huihui Huang, Huu Hung Nguyen, Yan Naing Tun, Tan Bui, Yikun Li, Ang Han Wei, Frank Liauw, Eng Lieh Ouh, Lwin Khin Shar, David Lo

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

Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards

Aybora Koksal, A. Aydin Alatan

专题命中 推理评测 ：reasoning(title,abstract)

Comments ICCV 2025 Workshop on Curated Data for Efficient Learning (CDEL). 10 pages, 3 figures, 6 tables. Our model, training code and dataset will be at https://github.com/aybora/FewShotReasoning

CleanUpBench: Embodied Sweeping and Grasping Benchmark

Wenbo Li, Guanting Chen, Tao Zhao, Jiyao Wang, Tianxin Hu, Yuwen Liao, Weixiang Guo, Shenghai Yuan

专题命中 推理评测 ：reasoning(abstract)；planning(abstract)

ArXivBench: When You Should Avoid Using ChatGPT for Academic Writing

Ning Li, Jingran Zhang, Justin Cui

机构 * University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

GrandJury: A Collaborative Machine Learning Model Evaluation Protocol for Dynamic Quality Rubrics

Arthur Cho

机构 * Memoirji LLC（Memiorji公司） 纠错

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

Comments 14 pages (incl. arXiv cover), 1 table, code & dataset links inside. Open-source implementation available on PyPI (grandjury package) and GitHub. Dataset available on Hugging Face under CC-BY-4.0 license

The SMeL Test: A simple benchmark for media literacy in language models

Gustaf Ahdritz, Anat Kleiman

机构 * Kempner Institute, Harvard University（凯普纳研究所，哈佛大学） 纠错

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

SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers

Yanzheng Xiang, Hanqi Yan, Shuyin Ouyang, Lin Gui, Yulan He

机构 * King’s College London（伦敦国王学院） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

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

Auto-Eval Judge: Towards a General Agentic Framework for Task Completion Evaluation

Roshita Bhonsle, Rishav Dutta, Sneha Vavilapalli, Harsh Seth, Abubakarr Jaye, Yapei Chang, Mukund Rungta, Emmanuel Aboah Boateng, Sadid Hasan, Ehi Nosakhare, Soundar Srinivasan

机构 * University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校） ； Microsoft Corporation（微软公司） ； University of Maryland（马里兰大学） 纠错

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

TASE: Token Awareness and Structured Evaluation for Multilingual Language Models

Chenzhuo Zhao, Xinda Wang, Yue Huang, Junting Lu, Ziqian Liu

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

Group Causal Policy Optimization for Post-Training Large Language Models

Ziyin Gu, Jingyao Wang, Ran Zuo, Chuxiong Sun, Zeen Song, Changwen Zheng, Wenwen Qiang

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

Who is a Better Player: LLM against LLM

Yingjie Zhou, Jiezhang Cao, Farong Wen, Li Xu, Yanwei Jiang, Jun Jia, Ronghui Li, Xiaohong Liu, Yu Zhou, Xiongkuo Min, Jie Guo, Zicheng Zhang, Guangtao Zhai

机构 * Shanghai Jiao Tong University（上海交通大学） ； PengCheng Laboratory（鹏城实验室） ； Harvard Medical School（哈佛医学院） ； Shanghai AI Laboratory（上海人工智能实验室） ； China University of Mining and Technology（中国矿业大学） 纠错

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

Language Model Uncertainty Quantification with Attention Chain

Yinghao Li, Rushi Qiang, Lama Moukheiber, Chao Zhang

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

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

Comments 36 pages, 7 figures, 36 tables

Large Language Models Still Exhibit Bias in Long Text

Wonje Jeung, Dongjae Jeon, Ashkan Yousefpour, Jonghyun Choi

机构 * Yonsei University（延世大学） ； Seoul National University（首尔国立大学） 纠错

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

Comments Accepted by ACL, code and models are available at https://github.com/WonjeJeung/LTF-TEST