语言大模型 / LLM

LLM-RG: Referential Grounding in Outdoor Scenarios using Large Language Models

Pranav Saxena, Avigyan Bhattacharya, Ji Zhang, Wenshan Wang

机构 * Birla Institute of Technology and Science Pilani, K.K Birla Goa Campus（比拉理工学院和科学学院，K.K Birla Goa校区） ； Carnegie Mellon University, Robotics Institute（卡内基梅隆大学，机器人研究所） 纠错

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

Comments Human-aware Embodied AI Workshop @ IROS 2025

Outraged AI: Large language models prioritise emotion over cost in fairness enforcement

Hao Liu, Yiqing Dai, Haotian Tan, Yu Lei, Yujia Zhou, Zhen Wu

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

Ontology-Enhanced Knowledge Graph Completion using Large Language Models

Wenbin Guo, Xin Wang, Jiaoyan Chen, Zhao Li, Zirui Chen

机构 * Tianjin University, College of Intelligence and Computing（天津大学智能与计算学院） ； University of Manchester, Department of Computer Science（曼彻斯特大学计算机科学系） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Retrieval-in-the-Chain: Bootstrapping Large Language Models for Generative Retrieval

Yingchen Zhang, Ruqing Zhang, Jiafeng Guo, Wenjun Peng, Sen Li, Fuyu Lv

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

Segment Policy Optimization: Effective Segment-Level Credit Assignment in RL for Large Language Models

Yiran Guo, Lijie Xu, Jie Liu, Dan Ye, Shuang Qiu

机构 * Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； City University of Hong Kong（香港城市大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted at NeurIPS 2025

Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models

Shuodi Liu, Yingzhuo Liu, Zi Wang, Yusheng Wang, Huijia Wu, Liuyu Xiang, Zhaofeng He

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to the Main Conference of EMNLP 2025 (Oral)

Identity-Aware Large Language Models require Cultural Reasoning

Alistair Plum, Anne-Marie Lutgen, Christoph Purschke, Achim Rettinger

机构 * University of Luxembourg, Luxembourg（卢森堡大学） ； Trier University, Germany（特里尔大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

VisuRiddles: Fine-grained Perception is a Primary Bottleneck for Multimodal Large Language Models in Abstract Visual Reasoning

Hao Yan, Xingchen Liu, Hao Wang, Zhenbiao Cao, Handong Zheng, Liang Yin, Xinxing Su, Zihao Chen, Jihao Wu, Minghui Liao, Chao Weng, Wei Chen, Yuliang Liu, Xiang Bai

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 13 pages, 4 figures

OPTAGENT: Optimizing Multi-Agent LLM Interactions Through Verbal Reinforcement Learning for Enhanced Reasoning

Zhenyu Bi, Meng Lu, Yang Li, Swastik Roy, Weijie Guan, Morteza Ziyadi, Xuan Wang

机构 * Virginia Tech（弗吉尼亚理工大学） ； College of William and Mary（威廉与玛丽学院） ； Amazon Alexa AI（亚马逊Alexa人工智能） 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 8 pages for main content

Prompting the Priorities: A First Look at Evaluating LLMs for Vulnerability Triage and Prioritization

Osama Al Haddad, Muhammad Ikram, Ejaz Ahmed, Young Lee

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

Comments 19 pages, 8 figures

Soundness-Aware Level: A Microscopic Signature that Predicts LLM Reasoning Potential

Xuansheng Wu, Xiaoman Pan, Wenlin Yao, Jianshu Chen

机构 * University of Georgia（佐治亚大学） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Pre-print

A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning

Qianben Chen, Jingyi Cao, Jiayu Zhang, Tianrui Qin, Xiaowan Li, King Zhu, Dingfeng Shi, He Zhu, Minghao Liu, Xiaobo Liang, Xin Gui, Ge Zhang, Jian Yang, Yuchen Eleanor Jiang, Wangchunshu Zhou

专题命中 推理与问题求解 ：foundation model(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 6 figures

CLAWS:Creativity detection for LLM-generated solutions using Attention Window of Sections

Keuntae Kim, Eunhye Jeong, Sehyeon Lee, Seohee Yoon, Yong Suk Choi

机构 * Department of Computer Science（计算机科学系） ； Department of Artificial Intelligence（人工智能系） ； Department of Future Mobility（未来移动部门） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments NeurIPS 2025

LLM-Based Multi-Agent System for Simulating and Analyzing Marketing and Consumer Behavior

Man-Lin Chu, Lucian Terhorst, Kadin Reed, Tom Ni, Weiwei Chen, Rongyu Lin

机构 * School of Business（商学院） ； School of Computing and Engineering（计算与工程学院） ； Quinnipiac University（昆尼皮亚克大学） 纠错

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

Comments Accepted for publication at IEEE International Conference on e-Business Engineering ICEBE 2025, November 10-12, Buraydah, Saudi Arabia. 8 pages, 5 figures

Evaluating LLM-Based Mobile App Recommendations: An Empirical Study

Quim Motger, Xavier Franch, Vincenzo Gervasi, Jordi Marco

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

Comments Under review

InspectCoder: Dynamic Analysis-Enabled Self Repair through interactive LLM-Debugger Collaboration

Yunkun Wang, Yue Zhang, Guochang Li, Chen Zhi, Binhua Li, Fei Huang, Yongbin Li, Shuiguang Deng

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

Does Reasoning Help LLM Agents Play Dungeons and Dragons? A Prompt Engineering Experiment

Patricia Delafuente, Arya Honraopatil, Lara J. Martin

机构 * University of Maryland, Baltimore County（马里兰大学巴尔的摩县分校） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Published at the Wordplay: When Language Meets Games Workshop (EMNLP 2025)

I-Design: Personalized LLM Interior Designer

Ata Çelen, Guo Han, Konrad Schindler, Luc Van Gool, Iro Armeni, Anton Obukhov, Xi Wang

机构 * ETH Zürich（苏黎世联邦理工学院） ； Stanford University（斯坦福大学） 纠错

专题命中 推理与问题求解 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Journal ref Computer Vision - ECCV 2024 Workshops, Lecture Notes in Computer Science (LNCS), vol. 15624, pp. 217-234, Springer, Cham, 2025

Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring

Shuxin Lin, Dhaval Patel, Christodoulos Constantinides

机构 * IBM Research（IBM研究院） 纠错

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

Comments Accepted at EMNLP 2025

UniRL-Zero: Reinforcement Learning on Unified Models with Joint Language Model and Diffusion Model Experts

Fu-Yun Wang, Han Zhang, Michael Gharbi, Hongsheng Li, Taesung Park

机构 * Cuhk（香港中文大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

MSR-Align: Policy-Grounded Multimodal Alignment for Safety-Aware Reasoning in Vision-Language Models

Yinan Xia, Yilei Jiang, Yingshui Tan, Xiaoyong Zhu, Xiangyu Yue, Bo Zheng

机构 * Future Lab, Alibaba Group（阿里巴巴集团未来实验室） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL

FlySearch: Exploring how vision-language models explore

Adam Pardyl, Dominik Matuszek, Mateusz Przebieracz, Marek Cygan, Bartosz Zieliński, Maciej Wołczyk

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.LG

Comments NeurIPS 2025 Datasets and Benchmarks track

Local Coherence or Global Validity? Investigating RLVR Traces in Math Domains

Soumya Rani Samineni, Durgesh Kalwar, Vardaan Gangal, Siddhant Bhambri, Subbarao Kambhampati

机构 * Arizona State University（亚利桑那州立大学） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；post-training(abstract)；分类 cs.AI、cs.LG

Comments 4 pages, 2 figures

Multi-Agent Collaboration via Evolving Orchestration

Yufan Dang, Chen Qian, Xueheng Luo, Jingru Fan, Zihao Xie, Ruijie Shi, Weize Chen, Cheng Yang, Xiaoyin Che, Ye Tian, Xuantang Xiong, Lei Han, Zhiyuan Liu, Maosong Sun

机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Siemens（西门子） ； Tencent Robotics X（腾讯机器人研究院） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments accepted at NeurIPS 2025

InternLM2.5-StepProver: Advancing Automated Theorem Proving via Critic-Guided Search

Zijian Wu, Suozhi Huang, Zhejian Zhou, Huaiyuan Ying, Zheng Yuan, Wenwei Zhang, Dahua Lin, Kai Chen

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； The Chinese University of Hong Kong（香港中文大学） ； Tsinghua University（清华大学） ； University of Southern California（美国南加州大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Are LLMs Court-Ready? Evaluating Frontier Models on Indian Legal Reasoning

Kush Juvekar, Arghya Bhattacharya, Sai Khadloya, Utkarsh Saxena

机构 * Adalat AI 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Stop Reducing Responsibility in LLM-Powered Multi-Agent Systems to Local Alignment

Jinwei Hu, Yi Dong, Shuang Ao, Zhuoyun Li, Boxuan Wang, Lokesh Singh, Guangliang Cheng, Sarvapali D. Ramchurn, Xiaowei Huang

专题命中 推理与问题求解 ：LLM(title,abstract)

Comments Updated manuscript of our previous version (arXiv:2502.01714). Under review

Evaluating Program Semantics Reasoning with Type Inference in System F

Yifeng He, Luning Yang, Christopher Castro Gaw Gonzalo, Hao Chen

机构 * University of California, Davis（加州大学戴维斯分校） ； University of Hong Kong（香港大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments NeurIPS '25, package released at: https://github.com/SecurityLab-UCD/TF-Bench

EffiReasonTrans: RL-Optimized Reasoning for Code Translation

Yanlin Wang, Rongyi Ou, Yanli Wang, Mingwei Liu, Jiachi Chen, Ensheng Shi, Xilin Liu, Yuchi Ma, Zibin Zheng

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

Prompt-to-Primal Teaching

Euzeli dos Santos

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

Comments 9 pages, 5 figures