语言大模型 / LLM

VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism

Congzhi Zhang, Jiawei Peng, Zhenglin Wang, Yilong Lai, Haowen Sun, Heng Chang, Fei Ma, Weijiang Yu

机构 * School of Computer Science and Engineering, Sun Yat-Sen University（中山大学计算机科学与工程学院） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy（广东省人工智能与数字经济实验室） ； Huawei Technologies Co., Ltd（华为技术有限公司） 纠错

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

Comments Accepted by ACL 2025 main

RE-oriented Model Development with LLM Support and Deduction-based Verification

Radoslaw Klimek

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

Comments The paper has been peer-reviewed and accepted for publication to the 1st International Workshop on Artificial Intelligence for Integrated Development Environments (AI-IDE) of the 33rd ACM Symposium on the Foundations of Software Engineering (FSE '25), June 23--27, 2025, Trondheim, Norway

Compositional Causal Reasoning Evaluation in Language Models

Jacqueline R. M. A. Maasch, Alihan Hüyük, Xinnuo Xu, Aditya V. Nori, Javier Gonzalez

机构 * Harvard University（哈佛大学） ； Microsoft Research Cambridge（微软研究院剑桥） 纠错

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

Journal ref The 42nd International Conference on Machine Learning (ICML 2025)

Mimicking or Reasoning: Rethinking Multi-Modal In-Context Learning in Vision-Language Models

Chengyue Huang, Yuchen Zhu, Sichen Zhu, Jingyun Xiao, Moises Andrade, Shivang Chopra, Zsolt Kira

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

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

Beyond C/C++: Probabilistic and LLM Methods for Next-Generation Software Reverse Engineering

Zhuo Zhuo, Xiangyu Zhang

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

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning

Hao Chen, Jiaming Liu, Chenyang Gu, Zhuoyang Liu, Renrui Zhang, Xiaoqi Li, Xiao He, Yandong Guo, Chi-Wing Fu, Shanghang Zhang, Pheng-Ann Heng

机构 * The Chinese University of Hong Kong（香港中文大学） ； State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（北京大学计算机科学学院多媒体信息处理国家重点实验室） ； AI 2 Robotics（人工智能与机器人） ； Beijing Academy of Artificial Intelligence (BAAI)（北京人工智能研究院） 纠错

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

InteractAnything: Zero-shot Human Object Interaction Synthesis via LLM Feedback and Object Affordance Parsing

Jinlu Zhang, Yixin Chen, Zan Wang, Jie Yang, Yizhou Wang, Siyuan Huang

机构 * Center on Frontiers of Computing Studies, School of Computer Science, Peking University（1 前沿计算研究中心，计算机科学学院，北京大学） ； State Key Laboratory of General Artificial Intelligence, BIGAI（2 通用人工智能国家重点实验室，BIGAI） ； Beijing Institute of Technology（3 北京理工大学） ； The Chinese University of Hong Kong, Shenzhen（4 香港中文大学（深圳）） ； Nat’l Eng. Research Center of Visual Technology, Peking University（5 视觉技术国家工程研究中心，北京大学） ； Institute for AI, Peking University（6 人工智能研究院，北京大学） ； State Key Laboratory of General Artificial Intelligence, Peking University（7 通用人工智能国家重点实验室，北京大学） 纠错

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

Comments CVPR 2025

ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Heng Zhou, Hejia Geng, Xiangyuan Xue, Li Kang, Yiran Qin, Zhiyong Wang, Zhenfei Yin, Lei Bai

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

Towards LLM-based Generation of Human-Readable Proofs in Polynomial Formal Verification

Rolf Drechsler

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

Comments 4 pages; keynote given at 7th International Symposium on Devices, Circuits and Systems (ISDCS 2025), May 27-30, 2025, IIEST Shibpur, Kolkata, India

LLM-Enhanced Symbolic Control for Safety-Critical Applications

Amir Bayat, Alessandro Abate, Necmiye Ozay, Raphael M. Jungers

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

Hearing from Silence: Reasoning Audio Descriptions from Silent Videos via Vision-Language Model

Yong Ren, Chenxing Li, Le Xu, Hao Gu, Duzhen Zhang, Yujie Chen, Manjie Xu, Ruibo Fu, Shan Yang, Dong Yu

机构 * Chinese Academy of Sciences（中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； Tencent AI Lab（腾讯AI实验室） ； Institute of Automation School of Artificial Intelligence（自动化研究所人工智能学院） 纠错

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

Comments Accepted by Interspeech 2025

EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents

Cheng Qian, Peixuan Han, Qinyu Luo, Bingxiang He, Xiusi Chen, Yuji Zhang, Hongyi Du, Jiarui Yao, Xiaocheng Yang, Denghui Zhang, Yunzhu Li, Heng Ji

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

Comments 23 pages, 15 figures, ACL 2025 Main Conference

Are requirements really all you need? A case study of LLM-driven configuration code generation for automotive simulations

Krzysztof Lebioda, Nenad Petrovic, Fengjunjie Pan, Vahid Zolfaghari, Andre Schamschurko, Alois Knoll

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

A Light and Smart Wearable Platform with Multimodal Foundation Model for Enhanced Spatial Reasoning in People with Blindness and Low Vision

Alexey Magay, Dhurba Tripathi, Yu Hao, Yi Fang

机构 * Embodied AI and Robotics (AIR) Lab New York University Abu Dhabi（embodied AI 和机器人（AIR）实验室 新 York 大学阿布扎赫德） 纠错

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

Comments Project website and code: https://dktpt44.github.io/LV-GPT/

VL-TGS: Trajectory Generation and Selection using Vision Language Models in Mapless Outdoor Environments

Daeun Song, Jing Liang, Xuesu Xiao, Dinesh Manocha

机构 * Department of Computer Science, George Mason University（乔治·马歇尔大学计算机科学系） ； Department of Computer Science, University of Maryland（马里兰大学计算机科学系） 纠错

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

Do Language Model Agents Align with Humans in Rating Visualizations? An Empirical Study

Zekai Shao, Yi Shan, Yixuan He, Yuxuan Yao, Junhong Wang, Xiaolong, Zhang, Yu Zhang, Siming Chen

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

Comments 14 pages, 8 figures

Communicating Activations Between Language Model Agents

Vignav Ramesh, Kenneth Li

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

Comments ICML 2025

Towards Multimodal Large-Language Models for Parent-Child Interaction: A Focus on Joint Attention

Weiyan Shi, Viet Hai Le, Kenny Tsu Wei Choo

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

Comments Accepted at CHI 2025 Late Breaking Work

Journal ref Proceedings of the Extended Abstracts of the CHI Conference on Human Factors in Computing Systems, 2025, Article No. 535, Pages 1-6

Enhancing LLM-Based Agents via Global Planning and Hierarchical Execution

Junjie Chen, Haitao Li, Jingli Yang, Yiqun Liu, Qingyao Ai

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

Mobile Robot Navigation Using Hand-Drawn Maps: A Vision Language Model Approach

Aaron Hao Tan, Angus Fung, Haitong Wang, Goldie Nejat

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

Comments 8 pages, 8 figures

Perspective-Aware Reasoning in Vision-Language Models via Mental Imagery Simulation

Phillip Y. Lee, Jihyeon Je, Chanho Park, Mikaela Angelina Uy, Leonidas Guibas, Minhyuk Sung

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

Comments Project Page: https://apc-vlm.github.io/

Interpretable Locomotion Prediction in Construction Using a Memory-Driven LLM Agent With Chain-of-Thought Reasoning

Ehsan Ahmadi, Chao Wang

机构 * Bert S. Turner Department of Construction Management, Louisiana State University, Baton Rouge, LA 70803（伯特·S·特纳建设管理系，路易斯安那州立大学，巴吞鲁日，LA 70803） 纠错

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

Aioli: A Unified Optimization Framework for Language Model Data Mixing

Mayee F. Chen, Michael Y. Hu, Nicholas Lourie, Kyunghyun Cho, Christopher Ré

机构 * Department of Computer Science, Stanford University（斯坦福大学计算机科学系） ； Center for Data Science, New York University（纽约大学数据科学中心） ； Computer Science Department, New York University（纽约大学计算机科学系） ； Prescient Design, Genentech（基因泰克预见设计） 纠错

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

Comments ICLR 2025 Camera Ready

Assessing and Learning Alignment of Unimodal Vision and Language Models

Le Zhang, Qian Yang, Aishwarya Agrawal

机构 * Mila - Quebec AI Institute（魁北克人工智能研究所） ； Université de Montréal（蒙特利尔大学） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能 chair） 纠错

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

Comments CVPR 2025 Highlight

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection

Xinyu Li, Yingtong Huo, Chenxi Mao, Shiwen Shan, Yuxin Su, Dan Li, Zibin Zheng

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

Foundation Models for Remote Sensing: An Analysis of MLLMs for Object Localization

Darryl Hannan, John Cooper, Dylan White, Timothy Doster, Henry Kvinge, Yijing Watkins

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

Comments 26 pages, CVPR MORSE Workshop 2025

CL-CoTNav: Closed-Loop Hierarchical Chain-of-Thought for Zero-Shot Object-Goal Navigation with Vision-Language Models

Yuxin Cai, Xiangkun He, Maonan Wang, Hongliang Guo, Wei-Yun Yau, Chen Lv

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

Automatic Curriculum Expert Iteration for Reliable LLM Reasoning

Zirui Zhao, Hanze Dong, Amrita Saha, Caiming Xiong, Doyen Sahoo

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

Comments 20 pages

Reasoning Elicitation in Language Models via Counterfactual Feedback

Alihan Hüyük, Xinnuo Xu, Jacqueline Maasch, Aditya V. Nori, Javier González

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

Comments The 13th International Conference on Learning Representations (ICLR 2025)

SARO: Space-Aware Robot System for Terrain Crossing via Vision-Language Model

Shaoting Zhu, Derun Li, Linzhan Mou, Yong Liu, Ningyi Xu, Hang Zhao

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

Comments 12 pages, 9 figures