大模型推理能力

Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning

Xiaohao Xu, Yunkang Cao, Huaxin Zhang, Nong Sang, Xiaonan Huang

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

Comments Best Student Paper Award at IEEE International Conference on Computer Supported Cooperative Work in Design, 2025

Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs

Zhongni Hou, Miao Su, Xiaolong Jin, Zixuan Li, Long Bai, Jiafeng Guo, Xueqi Cheng

机构 * CAS Key Lab of Network Data Science and Technology, ICT, CAS（中国科学院信息科技研究院网络数据科学与技术重点实验室） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

RARE: Retrieval-Augmented Reasoning Modeling

Zhengren Wang, Jiayang Yu, Dongsheng Ma, Zhe Chen, Yu Wang, Zhiyu Li, Feiyu Xiong, Yanfeng Wang, Weinan E, Linpeng Tang, Wentao Zhang

机构 * Peking University（北京大学） ； Shanghai Jiao Tong University（上海交通大学） ； Northeastern University（东北大学） ； Nankai University（南开大学） ； Institute for Advanced Algorithms Research, Shanghai（上海先进算法研究所） ； OriginHub Tech.（OriginHub科技） ； MemTensor Tech.（MemTensor科技） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Comments Repo: https://github.com/Open-DataFlow/RARE

100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models

Chong Zhang, Yue Deng, Xiang Lin, Bin Wang, Dianwen Ng, Hai Ye, Xingxuan Li, Yao Xiao, Zhanfeng Mo, Qi Zhang, Lidong Bing

机构 * MiroMind（米罗Mind） ； Fudan University（复旦大学） ； National University of Singapore（新加坡国立大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

INTELLECT-2: A Reasoning Model Trained Through Globally Decentralized Reinforcement Learning

Prime Intellect Team, Sami Jaghouar, Justus Mattern, Jack Min Ong, Jannik Straube, Manveer Basra, Aaron Pazdera, Kushal Thaman, Matthew Di Ferrante, Felix Gabriel, Fares Obeid, Kemal Erdem, Michael Keiblinger, Johannes Hagemann

机构 * Prime Intellect Team（Prime Intellect团队） 纠错

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

Comments 26 pages, 12 figures

Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning

ByteDance Seed, :, Jiaze Chen, Tiantian Fan, Xin Liu, Lingjun Liu, Zhiqi Lin, Mingxuan Wang, Chengyi Wang, Xiangpeng Wei, Wenyuan Xu, Yufeng Yuan, Yu Yue, Lin Yan, Qiying Yu, Xiaochen Zuo, Chi Zhang, Ruofei Zhu, Zhecheng An, Zhihao Bai, Yu Bao, Xingyan Bin, Jiangjie Chen, Feng Chen, Hongmin Chen, Riwei Chen, Liangqiang Chen, Zixin Chen, Jinsong Chen, Siyan Chen, Kaiyuan Chen, Zhi Chen, Jin Chen, Jiecao Chen, Jinxin Chi, Weinan Dai, Ning Dai, Jiahui Dai, Shihan Dou, Yantao Du, Zhengyin Du, Jianhui Duan, Chen Dun, Ting-Han Fan, Jiazhan Feng, Junda Feng, Ziyuan Feng, Yuwei Fu, Wenqi Fu, Hanjie Fu, Hao Ge, Hongyi Guo, Mingji Han, Li Han, Wenhao Hao, Xintong Hao, Qianyu He, Jerry He, Feng He, Wen Heng, Zehua Hong, Qi Hou, Liang Hu, Shengding Hu, Nan Hu, Kai Hua, Qi Huang, Ziyue Huang, Hongzhi Huang, Zihao Huang, Ting Huang, Wenhao Huang, Wei Jia, Bin Jia, Xiaoying Jia, Yuhua Jiang, Haobin Jiang, Ziheng Jiang, Kaihua Jiang, Chengquan Jiang, Jianpeng Jiao, Xiaoran Jin, Xing Jin, Xunhao Lai, Zheng Li, Xiang Li, Liyi Li, Hongkai Li, Zheng Li, Shengxian Wan, Ya Wang, Yunshui Li, Chenggang Li, Niuniu Li, Siyu Li, Xi Li, Xiao Li, Aoyan Li, Yuntao Li, Nianning Liang, Xinnian Liang, Haibin Lin, Weijian Lin, Ye Lin, Zhicheng Liu, Guanlin Liu, Guanlin Liu, Chenxiao Liu, Yan Liu, Gaohong Liu, Juncai Liu, Chundian Liu, Deyi Liu, Kaibo Liu, Siyao Liu, Qi Liu, Yongfei Liu, Kang Liu, Gan Liu, Boyi Liu, Rui Long, Weiqiang Lou, Chenwei Lou, Xiang Luo, Yao Luo, Caiping Lv, Heyang Lv, Bole Ma, Qianli Ma, Hongzhi Ma, Yiyuan Ma, Jin Ma, Wenchang Ma, Tingting Ma, Chen Mao, Qiyang Min, Zhe Nan, Guanghan Ning, Jinxiang Ou, Haojie Pan, Renming Pang, Yanghua Peng, Tao Peng, Lihua Qian, Lihua Qian, Mu Qiao, Meng Qu, Cheng Ren, Hongbin Ren, Yong Shan, Wei Shen, Ke Shen, Kai Shen, Guangming Sheng, Jinlong Shi, Wenlei Shi, Guang Shi, Shuai Shuai Cao, Yuxin Song, Zuquan Song, Jing Su, Yifan Sun, Tao Sun, Zewei Sun, Borui Wan, Zihan Wang, Xiaohui Wang, Xi Wang, Shuguang Wang, Jun Wang, Qinlong Wang, Chenyuan Wang, Shuai Wang, Zihan Wang, Changbao Wang, Jiaqiang Wang, Shihang Wang, Xuwu Wang, Zaiyuan Wang, Yuxuan Wang, Wenqi Wang, Taiqing Wang, Chengzhi Wei, Houmin Wei, Ziyun Wei, Shufa Wei, Zheng Wu, Yonghui Wu, Yangjun Wu, Bohong Wu, Shuang Wu, Jingqiao Wu, Ning Wu, Shuangzhi Wu, Jianmin Wu, Chenguang Xi, Fan Xia, Yuqiao Xian, Liang Xiang, Boren Xiang, Bowen Xiao, Zhen Xiao, Xia Xiao, Yongsheng Xiao, Chao Xin, Shulin Xin, Yuwen Xiong, Jingjing Xu, Ziwen Xu, Chenyin Xu, Jiayi Xu, Yifan Xu, Wei Xu, Yufei Xu, Shikun Xu, Shipeng Yan, Shen Yan, Qingping Yang, Xi Yang, Tianhao Yang, Yuehang Yang, Yuan Yang, Ximing Yang, Zeyu Yang, Guang Yang, Yifan Yang, Xuesong Yao, Bairen Yi, Fan Yin, Jianian Yin, Ziqiang Ying, Xiangyu Yu, Hongli Yu, Song Yu, Menghan Yu, Huan Yu, Siyu Yuan, Jun Yuan, Yutao Zeng, Tianyang Zhan, Zheng Zhang, Yun Zhang, Mofan Zhang, Wang Zhang, Ru Zhang, Zhi Zhang, Tianqi Zhang, Xinyi Zhang, Zhexi Zhang, Sijun Zhang, Wenqiang Zhang, Xiangxiang Zhang, Yongtao Zhang, Yuyu Zhang, Ge Zhang, He Zhang, Yue Zhang, Renjie Zheng, Ningxin Zheng, Zhuolin Zheng, Yaowei Zheng, Chen Zheng, Xiaoyun Zhi, Wanjun Zhong, Cheng Zhong, Zheng Zhong, Baoquan Zhong, Xun Zhou, Na Zhou, Huan Zhou, Hang Zhu, Defa Zhu, Wenjia Zhu, Lei Zuo

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

ChiseLLM: Unleashing the Power of Reasoning LLMs for Chisel Agile Hardware Development

Bowei Wang, Jiaran Gao, Yelai Feng, Renzhi Chen, Shanshan Li, Lei Wang

机构 * Computer Department National University of Defense Technology（国防科技大学计算机系） ； School of Computer & Communication Engineering University of Science and Technology Beijing（北京科技大学计算机与通信工程学院） ； Intelligent Microelectronics Center Qiyuan Lab（智能微电子中心启元实验室） ； College of Computer Science and Technology National University of Defense Technology（国防科技大学计算机科学与技术学院） ； Defense Innovation Institute Academy of Military Science（军事科学创新院） 纠错

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

Review-driven Personalized Preference Reasoning with Large Language Models for Recommendation

Jieyong Kim, Hyunseo Kim, Hyunjin Cho, SeongKu Kang, Buru Chang, Jinyoung Yeo, Dongha Lee

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

Comments Accepted to SIGIR 2025

Could Thinking Multilingually Empower LLM Reasoning?

Changjiang Gao, Xu Huang, Wenhao Zhu, Shujian Huang, Lei Li, Fei Yuan

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

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 其他推理 ：reasoning(title,abstract)；分类 cs.CL

Leveraging Reasoning Model Answers to Enhance Non-Reasoning Model Capability

Haotian Wang, Han Zhao, Shuaiting Chen, Xiaoyu Tian, Sitong Zhao, Yunjie Ji, Yiping Peng, Xiangang Li

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

GReaTer: Gradients over Reasoning Makes Smaller Language Models Strong Prompt Optimizers

Sarkar Snigdha Sarathi Das, Ryo Kamoi, Bo Pang, Yusen Zhang, Caiming Xiong, Rui Zhang

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

Comments ICLR 2025 Camera Ready

Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations

Leonardo Ranaldi, Federico Ranaldi, Fabio Massimo Zanzotto, Barry Haddow, Alexandra Birch

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

Federated Intelligence: When Large AI Models Meet Federated Fine-Tuning and Collaborative Reasoning at the Network Edge

Wanli Ni, Haofeng Sun, Huiqing Ao, Hui Tian

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

Comments 8 pages, 6 figures

Journal ref IEEE Internet of Things Magazine, 2025

MIRAGE: Multimodal Immersive Reasoning and Guided Exploration for Red-Team Jailbreak Attacks

Wenhao You, Bryan Hooi, Yiwei Wang, Youke Wang, Zong Ke, Ming-Hsuan Yang, Zi Huang, Yujun Cai

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

V-Seek: Accelerating LLM Reasoning on Open-hardware Server-class RISC-V Platforms

Javier J. Poveda Rodrigo, Mohamed Amine Ahmdi, Alessio Burrello, Daniele Jahier Pagliari, Luca Benini

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

Bridging Social Psychology and LLM Reasoning: Conflict-Aware Meta-Review Generation via Cognitive Alignment

Wei Chen, Han Ding, Meng Yuan, Zhao Zhang, Deqing Wang, Fuzhen Zhuang

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

Comments 23 pages

Socratic Reasoning Improves Positive Text Rewriting

Anmol Goel, Nico Daheim, Christian Montag, Iryna Gurevych

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

MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning

Jiazhen Pan, Che Liu, Junde Wu, Fenglin Liu, Jiayuan Zhu, Hongwei Bran Li, Chen Chen, Cheng Ouyang, Daniel Rueckert

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

ProtTeX: Structure-In-Context Reasoning and Editing of Proteins with Large Language Models

Zicheng Ma, Chuanliu Fan, Zhicong Wang, Zhenyu Chen, Xiaohan Lin, Yanheng Li, Shihao Feng, Jun Zhang, Ziqiang Cao, Yi Qin Gao

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

Comments 26 pages, 9 figures

The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation

Jie He, Tao Wang, Deyi Xiong, Qun Liu

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

Comments EMNLP findings 2020

The Devil is in Temporal Token: High Quality Video Reasoning Segmentation

Sitong Gong, Yunzhi Zhuge, Lu Zhang, Zongxin Yang, Pingping Zhang, Huchuan Lu

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

Journal ref CVPR 2025

Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal Reasoning

Yuqi Pang, Bowen Yang, Haoqin Tu, Yun Cao, Zeyu Zhang

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

Comments Accepted to ICASSP 2025

LayAlign: Enhancing Multilingual Reasoning in Large Language Models via Layer-Wise Adaptive Fusion and Alignment Strategy

Zhiwen Ruan, Yixia Li, He Zhu, Longyue Wang, Weihua Luo, Kaifu Zhang, Yun Chen, Guanhua Chen

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

Comments In Findings of NAACL 2025(The 2025 Annual Conference of the Nations of the Americas Chapter of the ACL)

Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models

Zeping Yu, Yonatan Belinkov, Sophia Ananiadou

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

Comments preprint

InfiFusion: A Unified Framework for Enhanced Cross-Model Reasoning via LLM Fusion

Zhaoyi Yan, Yiming Zhang, Baoyi He, Yuhao Fu, Qi Zhou, Zhijie Sang, Chunlin Ji, Shengyu Zhang, Fei Wu, Hongxia Yang

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

Comments Significant performance improvements over the previous version; under review;

BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression

Yuankai Li, Jia-Chen Gu, Di Wu, Kai-Wei Chang, Nanyun Peng

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

Comments Accepted by NAACL 2025 Findings. Project page: https://jasonforjoy.github.io/BRIEF/

Commonsense Reasoning-Aided Autonomous Vehicle Systems

Keegan Kimbrell

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

Comments In Proceedings ICLP 2024, arXiv:2502.08453

Journal ref EPTCS 416, 2025, pp. 358-364

The dark deep side of DeepSeek: Fine-tuning attacks against the safety alignment of CoT-enabled models

Zhiyuan Xu, Joseph Gardiner, Sana Belguith

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

Comments 12 Pages

ToW: Thoughts of Words Improve Reasoning in Large Language Models

Zhikun Xu, Ming Shen, Jacob Dineen, Zhaonan Li, Xiao Ye, Shijie Lu, Aswin RRV, Chitta Baral, Ben Zhou

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

Comments Accepted by NAACL 2025 Main Conference