语言大模型 / LLM

Leveraging LLM Inconsistency to Boost Pass@k Performance

Uri Dalal, Meirav Segal, Zvika Ben-Haim, Dan Lahav, Omer Nevo

机构 * Pattern Labs 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、cs.AI、cs.LG

Task-oriented Robotic Manipulation with Vision Language Models

Nurhan Bulus Guran, Hanchi Ren, Jingjing Deng, Xianghua Xie

机构 * Department of Computer Science, Swansea University（计算机科学系，萨瑟兰大学） ； Department of Computer Science, Durham University（计算机科学系，杜ham大学） 纠错

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

Seeing, Saying, Solving: An LLM-to-TL Framework for Cooperative Robots

Dan BW Choe, Sundhar Vinodh Sangeetha, Steven Emanuel, Chih-Yuan Chiu, Samuel Coogan, Shreyas Kousik

机构 * Georgia Institute of Technology（佐治亚理工学院） ； School of Electrical and Computer Engineering（电气与计算机工程学院） ； School of Aerospace Engineering（航空航天工程学院） ； School of Mechanical Engineering（机械工程学院） 纠错

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

An LLM-based Self-Evolving Security Framework for 6G Space-Air-Ground Integrated Networks

Qi Qin, Xinye Cao, Guoshun Nan, Sihan Chen, Rushan Li, Li Su, Haitao Du, Qimei Cui, Pengxuan Mao, Xiaofeng Tao, Tony Q. S. Quek

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

Comments Accepted by IEEE Communications Magazine

Context-aware LLM-based Safe Control Against Latent Risks

Xiyu Deng, Quan Khanh Luu, Anh Van Ho, Yorie Nakahira

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

DriveAgent: Multi-Agent Structured Reasoning with LLM and Multimodal Sensor Fusion for Autonomous Driving

Xinmeng Hou, Wuqi Wang, Long Yang, Hao Lin, Jinglun Feng, Haigen Min, Xiangmo Zhao

机构 * Chang’an University（长安大学） ； Agency for Science, Technology and Research (A*STAR)（科技研究局） ； University of California, Davis（加州大学戴维斯分校） ； CCNY Robotics Lab, The City College of New York（纽约城市学院机器人实验室） 纠错

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

Model Context Protocol-based Internet of Experts For Wireless Environment-aware LLM Agents

Zongxi Liu, Hongyang Du

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

LELANTE: LEveraging LLM for Automated ANdroid TEsting

Shamit Fatin, Mehbubul Hasan Al-Quvi, Haz Sameen Shahgir, Sukarna Barua, Anindya Iqbal, Sadia Sharmin, Md. Mostofa Akbar, Kallol Kumar Pal, A. Asif Al Rashid

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

Comments 6 pages, 4 figures, 29th International Conference on Evaluation and Assessment in Software Engineering (EASE)

Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations

Zihuai Zhao, Wenqi Fan, Yao Wu, Qing Li

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

Clarifying Ambiguities: on the Role of Ambiguity Types in Prompting Methods for Clarification Generation

Anfu Tang, Laure Soulier, Vincent Guigue

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

Comments 11 pages, 3 figures. Accepted at SIGIR 2025

CrowdGenUI: Aligning LLM-Based UI Generation with Crowdsourced User Preferences

Yimeng Liu, Misha Sra, Chang Xiao

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

PlanGlow: Personalized Study Planning with an Explainable and Controllable LLM-Driven System

Jiwon Chun, Yankun Zhao, Hanlin Chen, Meng Xia

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

Comments 12 pages, 6 figures. To appear at ACM Learning@Scale 2025

System-1.x: Learning to Balance Fast and Slow Planning with Language Models

Swarnadeep Saha, Archiki Prasad, Justin Chih-Yao Chen, Peter Hase, Elias Stengel-Eskin, Mohit Bansal

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

Comments ICLR 2025 (Camera-Ready)

DeduCE: Deductive Consistency as a Framework to Evaluate LLM Reasoning

Atharva Pandey, Kshitij Dubey, Rahul Sharma, Amit Sharma

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

LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware

Nowfel Mashnoor, Mohammad Akyash, Hadi Kamali, Kimia Azar

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

Comments This paper is presented at IEEE VLSI Test Symposium (VTS) 2025

VideoAgent2: Enhancing the LLM-Based Agent System for Long-Form Video Understanding by Uncertainty-Aware CoT

Zhuo Zhi, Qiangqiang Wu, Minghe shen, Wenbo Li, Yinchuan Li, Kun Shao, Kaiwen Zhou

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

MCP-Solver: Integrating Language Models with Constraint Programming Systems

Stefan Szeider

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

LLM-Guided Evolution: An Autonomous Model Optimization for Object Detection

YiMing Yu, Jason Zutty

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

LLM-ABM for Transportation: Assessing the Potential of LLM Agents in System Analysis

Tianming Liu, Jirong Yang, Yafeng Yin

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

Comments Accepted by The 1st Workshop on AI for Urban Planning at AAAI 2025

Cooking Task Planning using LLM and Verified by Graph Network

Ryunosuke Takebayashi, Vitor Hideyo Isume, Takuya Kiyokawa, Weiwei Wan, Kensuke Harada

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

GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks

Haoqiang Kang, Enna Sachdeva, Piyush Gupta, Sangjae Bae, Kwonjoon Lee

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

Journal ref CVPR 2025

SDRT: Enhance Vision-Language Models by Self-Distillation with Diverse Reasoning Traces

Guande Wu, Huan Song, Yawei Wang, Qiaojing Yan, Yijun Tian, Lin Lee Cheong, Panpan Xu

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

Evaluating the Effectiveness of XAI Techniques for Encoder-Based Language Models

Melkamu Abay Mersha, Mesay Gemeda Yigezu, Jugal Kalita

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

Journal ref 310(2025)113042

Enhancing Multi-Agent Systems via Reinforcement Learning with LLM-based Planner and Graph-based Policy

Ziqi Jia, Junjie Li, Xiaoyang Qu, Jianzong Wang

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

Comments Accepted by the 2025 IEEE International Conference on Robotics & Automation (ICRA 2025)

HELM: Human-Preferred Exploration with Language Models

Shuhao Liao, Xuxin Lv, Yuhong Cao, Jeric Lew, Wenjun Wu, Guillaume Sartoretti

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

Comments submitted to IROS'25

SafePlan: Leveraging Formal Logic and Chain-of-Thought Reasoning for Enhanced Safety in LLM-based Robotic Task Planning

Ike Obi, Vishnunandan L. N. Venkatesh, Weizheng Wang, Ruiqi Wang, Dayoon Suh, Temitope I. Amosa, Wonse Jo, Byung-Cheol Min

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

"Kya family planning after marriage hoti hai?": Integrating Cultural Sensitivity in an LLM Chatbot for Reproductive Health

Roshini Deva, Dhruv Ramani, Tanvi Divate, Suhani Jalota, Azra Ismail

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

Comments Accepted to ACM CHI Conference on Human Factors in Computing Systems (CHI '25)

Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation

Yudi Shi, Shangzhe Di, Qirui Chen, Weidi Xie

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

Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimization

Kaixuan Ji, Guanlin Liu, Ning Dai, Qingping Yang, Renjie Zheng, Zheng Wu, Chen Dun, Quanquan Gu, Lin Yan

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

Robust Mobile Robot Path Planning via LLM-Based Dynamic Waypoint Generation

Muhammad Taha Tariq, Congqing Wang, Yasir Hussain

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

Comments 18 pages, 6 figures, submitted in Journal Expert Systems with Applications