大模型推理能力

Towards Test Generation from Task Description for Mobile Testing with Multi-modal Reasoning

Hieu Huynh, Hai Phung, Hao Pham, Tien N. Nguyen, Vu Nguyen

专题命中 推理评测 ：reasoning(title)

Comments Change the method and experimentation

MagicGUI: A Foundational Mobile GUI Agent with Scalable Data Pipeline and Reinforcement Fine-tuning

Liujian Tang, Shaokang Dong, Yijia Huang, Minqi Xiang, Hongtao Ruan, Bin Wang, Shuo Li, Zhiheng Xi, Zhihui Cao, Hailiang Pang, Heng Kong, He Yang, Mingxu Chai, Zhilin Gao, Xingyu Liu, Yingnan Fu, Jiaming Liu, Xuanjing Huang, Yu-Gang Jiang, Tao Gui, Qi Zhang, Kang Wang, Yunke Zhang, Yuran Wang

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

Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization

Zhengzhao Lai, Youbin Zheng, Zhenyang Cai, Haonan Lyu, Jinpu Yang, Hongqing Liang, Yan Hu, Benyou Wang

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

LoCoBench: A Benchmark for Long-Context Large Language Models in Complex Software Engineering

Jielin Qiu, Zuxin Liu, Zhiwei Liu, Rithesh Murthy, Jianguo Zhang, Haolin Chen, Shiyu Wang, Ming Zhu, Liangwei Yang, Juntao Tan, Zhepeng Cen, Cheng Qian, Shelby Heinecke, Weiran Yao, Silvio Savarese, Caiming Xiong, Huan Wang

机构 * Salesforce AI Research（Salesforce AI研究院） 纠错

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

Comments 53 pages

CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering

Zongxi Li, Yang Li, Haoran Xie, S. Joe Qin

机构 * School of Data Science, Lingnan University（数据科学学院） ； School of Science and Technology, Hong Kong Metropolitan University（科技学院） 纠错

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

Comments Accepted by EMNLP 2025 (Main Conference)

Shaken, Not Stirred: A Novel Dataset for Visual Understanding of Glasses in Human-Robot Bartending Tasks

Lukáš Gajdošech, Hassan Ali, Jan-Gerrit Habekost, Martin Madaras, Matthias Kerzel, Stefan Wermter

机构 * Department of Applied Informatics, Faculty of Mathematics, Physics and Informatics, Comenius University（应用信息学院，数学物理学院，科门ius大学） ； Knowledge Technology Group, Department of Informatics, University of Hamburg（知识技术组，信息学院，汉堡大学） 纠错

专题命中 推理评测 ：planning(abstract)

Comments Submitted and Accepted for Presentation at the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2025

CDE: Curiosity-Driven Exploration for Efficient Reinforcement Learning in Large Language Models

Runpeng Dai, Linfeng Song, Haolin Liu, Zhenwen Liang, Dian Yu, Haitao Mi, Zhaopeng Tu, Rui Liu, Tong Zheng, Hongtu Zhu, Dong Yu

机构 * Tencent AI Lab（腾讯AI实验室） ； Tencent Multimodal Department（腾讯多模态部门） ； University of North Carolina at Chapel Hill（北卡罗来纳大学夏洛特分校） ； University of Virginia（弗吉尼亚大学） ； University of Maryland, College Park（马里兰大学学院公园分校） 纠错

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

Comments 21 pages

EchoX: Towards Mitigating Acoustic-Semantic Gap via Echo Training for Speech-to-Speech LLMs

Yuhao Zhang, Yuhao Du, Zhanchen Dai, Xiangnan Ma, Kaiqi Kou, Benyou Wang, Haizhou Li

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

Constructing a Question-Answering Simulator through the Distillation of LLMs

Haipeng Liu, Ting Long, Jing Fu

机构 * School of Artificial Intelligence, Jilin University（吉林大学人工智能学院） 纠错

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

PersonaFuse: A Personality Activation-Driven Framework for Enhancing Human-LLM Interactions

Yixuan Tang, Yi Yang, Ahmed Abbasi

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； University of Notre Dame（诺丁汉大学） 纠错

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