大模型推理能力

Fleming-R1: Toward Expert-Level Medical Reasoning via Reinforcement Learning

Chi Liu, Derek Li, Yan Shu, Robin Chen, Derek Duan, Teng Fang, Bryan Dai

机构 * Ubiquant 纠错

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

Stress Testing Deliberative Alignment for Anti-Scheming Training

Bronson Schoen, Evgenia Nitishinskaya, Mikita Balesni, Axel Højmark, Felix Hofstätter, Jérémy Scheurer, Alexander Meinke, Jason Wolfe, Teun van der Weij, Alex Lloyd, Nicholas Goldowsky-Dill, Angela Fan, Andrei Matveiakin, Rusheb Shah, Marcus Williams, Amelia Glaese, Boaz Barak, Wojciech Zaremba, Marius Hobbhahn

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

LongCat-Flash Technical Report

Meituan LongCat Team, Bayan, Bei Li, Bingye Lei, Bo Wang, Bolin Rong, Chao Wang, Chao Zhang, Chen Gao, Chen Zhang, Cheng Sun, Chengcheng Han, Chenguang Xi, Chi Zhang, Chong Peng, Chuan Qin, Chuyu Zhang, Cong Chen, Congkui Wang, Dan Ma, Daoru Pan, Defei Bu, Dengchang Zhao, Deyang Kong, Dishan Liu, Feiye Huo, Fengcun Li, Fubao Zhang, Gan Dong, Gang Liu, Gang Xu, Ge Li, Guoqiang Tan, Guoyuan Lin, Haihang Jing, Haomin Fu, Haonan Yan, Haoxing Wen, Haozhe Zhao, Hong Liu, Hongmei Shi, Hongyan Hao, Hongyin Tang, Huantian Lv, Hui Su, Jiacheng Li, Jiahao Liu, Jiahuan Li, Jiajun Yang, Jiaming Wang, Jian Yang, Jianchao Tan, Jiaqi Sun, Jiaqi Zhang, Jiawei Fu, Jiawei Yang, Jiaxi Hu, Jiayu Qin, Jingang Wang, Jiyuan He, Jun Kuang, Junhui Mei, Kai Liang, Ke He, Kefeng Zhang, Keheng Wang, Keqing He, Liang Gao, Liang Shi, Lianhui Ma, Lin Qiu, Lingbin Kong, Lingtong Si, Linkun Lyu, Linsen Guo, Liqi Yang, Lizhi Yan, Mai Xia, Man Gao, Manyuan Zhang, Meng Zhou, Mengxia Shen, Mingxiang Tuo, Mingyang Zhu, Peiguang Li, Peng Pei, Peng Zhao, Pengcheng Jia, Pingwei Sun, Qi Gu, Qianyun Li, Qingyuan Li, Qiong Huang, Qiyuan Duan, Ran Meng, Rongxiang Weng, Ruichen Shao, Rumei Li, Shizhe Wu, Shuai Liang, Shuo Wang, Suogui Dang, Tao Fang, Tao Li, Tefeng Chen, Tianhao Bai, Tianhao Zhou, Tingwen Xie, Wei He, Wei Huang, Wei Liu, Wei Shi, Wei Wang, Wei Wu, Weikang Zhao, Wen Zan, Wenjie Shi, Xi Nan, Xi Su, Xiang Li, Xiang Mei, Xiangyang Ji, Xiangyu Xi, Xiangzhou Huang, Xianpeng Li, Xiao Fu, Xiao Liu, Xiao Wei, Xiaodong Cai, Xiaolong Chen, Xiaoqing Liu, Xiaotong Li, Xiaowei Shi, Xiaoyu Li, Xili Wang, Xin Chen, Xing Hu, Xingyu Miao, Xinyan He, Xuemiao Zhang, Xueyuan Hao, Xuezhi Cao, Xunliang Cai, Xurui Yang, Yan Feng, Yang Bai, Yang Chen, Yang Yang, Yaqi Huo, Yerui Sun, Yifan Lu, Yifan Zhang, Yipeng Zang, Yitao Zhai, Yiyang Li, Yongjing Yin, Yongkang Lv, Yongwei Zhou, Yu Yang, Yuchen Xie, Yueqing Sun, Yuewen Zheng, Yuhuai Wei, Yulei Qian, Yunfan Liang, Yunfang Tai, Yunke Zhao, Zeyang Yu, Zhao Zhang, Zhaohua Yang, Zhenchao Zhang, Zhikang Xia, Zhiye Zou, Zhizhao Zeng, Zhongda Su, Zhuofan Chen, Zijian Zhang, Ziwen Wang, Zixu Jiang, Zizhe Zhao, Zongyu Wang, Zunhai Su

机构 * Meituan LongCat Team（美团LongCat团队） 纠错

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

Reward Hacking Mitigation using Verifiable Composite Rewards

Mirza Farhan Bin Tarek, Rahmatollah Beheshti

机构 * University of Delaware（特拉华大学） 纠错

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

Comments Accepted at the 16th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025)

SEMMA: A Semantic Aware Knowledge Graph Foundation Model

Arvindh Arun, Sumit Kumar, Mojtaba Nayyeri, Bo Xiong, Ponnurangam Kumaraguru, Antonio Vergari, Steffen Staab

机构 * Institute for AI, University of Stuttgart（斯图加特大学人工智能研究所） ； IIIT Hyderabad（海得拉巴国家理工学院） ； Stanford University（斯坦福大学） ； University of Edinburgh（爱丁堡大学） ； University of Southampton（南安普顿大学） 纠错

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

Comments EMNLP 2025

A Survey of Large Language Models for Data Challenges in Graphs

Mengran Li, Pengyu Zhang, Wenbin Xing, Yijia Zheng, Klim Zaporojets, Junzhou Chen, Ronghui Zhang, Yong Zhang, Siyuan Gong, Jia Hu, Xiaolei Ma, Zhiyuan Liu, Paul Groth, Marcel Worring

机构 * Guangdong Key Laboratory of Intelligent Transportation System, School of Intelligent Systems Engineering, Shenzhen Campus of Sun Yat-sen University（广东智能交通系统重点实验室，智能系统工程学院，中山大学深圳校区） ； University of Amsterdam（阿姆斯特丹大学） ； Aarhus University（阿arhus大学） ； Beijing Institute of Artificial Intelligence, Beijing University of Technology（北京人工智能研究院，北京工业大学） ； School of Information and Engineering, Chang’an University（信息工程学院，长安大学） ； Key Laboratory of Road and Traffic Engineering of the Ministry of Education, Tongji University（交通工程教育部长实验室，同济大学） ； Key Laboratory of Intelligent Transportation Technology and System, School of Transportation Science and Engineering, Beihang University（智能交通技术与系统重点实验室，交通运输科学与工程学院，北航） ； Jiangsu Key Laboratory of Urban ITS, Jiangsu Province Collaborative Innovation Center of Modern Urban Traffic Technologies, School of Transportation, Southeast University（江苏城市ITS重点实验室，江苏省现代城市交通技术协同创新中心，交通学院，东南大学） 纠错

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

Comments Accepted by Expert Systems with Applications

REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

机构 * RMIT University（皇家墨尔本理工大学） 纠错

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

Comments Accepted to the 5th New Frontiers in Summarization Workshop (NewSumm@EMNLP 2025)

SycEval: Evaluating LLM Sycophancy

Aaron Fanous, Jacob Goldberg, Ank A. Agarwal, Joanna Lin, Anson Zhou, Roxana Daneshjou, Sanmi Koyejo

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

Comments AIES 2025

Pointing to a Llama and Call it a Camel: On the Sycophancy of Multimodal Large Language Models

Renjie Pi, Kehao Miao, Li Peihang, Runtao Liu, Jiahui Gao, Jipeng Zhang, Xiaofang Zhou

机构 * HKUST（香港科技大学） ； HKU（香港大学） 纠错

专题命中 其他推理 ：reasoning(abstract)

BaseReward: A Strong Baseline for Multimodal Reward Model

Yi-Fan Zhang, Haihua Yang, Huanyu Zhang, Yang Shi, Zezhou Chen, Haochen Tian, Chaoyou Fu, Haotian Wang, Kai Wu, Bo Cui, Xu Wang, Jianfei Pan, Haotian Wang, Zhang Zhang, Liang Wang

机构 * ByteDance（字节跳动） ； CASIA（中国科学院自动化研究所） ； NJU（南京大学） ； PKU（北京大学） ； THU（清华大学） 纠错

专题命中 其他推理 ：reasoning(abstract)

Misspecified learning and evolutionary stability

Kevin He, Jonathan Libgober

专题命中 其他推理 ：reasoning(abstract)

Comments This material was previously part of a larger paper titled "Evolutionarily Stable (Mis)specifications: Theory and Applications," which split into two smaller papers: "Misspecified Learning and Evolutionary Stability" and "Higher-Order Beliefs and (Mis)learning from Prices.". arXiv admin note: text overlap with arXiv:2012.15007

Journal ref Journal of Economic Theory 230:106082, 2025

Enhancing Sa2VA for Referent Video Object Segmentation: 2nd Solution for 7th LSVOS RVOS Track

Ran Hong, Feng Lu, Leilei Cao, An Yan, Youhai Jiang, Fengjie Zhu

机构 * TEX AI, Transsion Holdings（TEX AI，Transsion Holdings） ； Nanchang University（南昌大学） ； ShanghaiTech University（上海科技大学） 纠错

专题命中 其他推理 ：reasoning(abstract)

Comments 6 pages, 2 figures