语言大模型 / LLM

DeepThink3D: Enhancing Large Language Models with Programmatic Reasoning in Complex 3D Situated Reasoning Tasks

Jiayi Song, Rui Wan, Lipeng Ma, Weidong Yang, Qingyuan Zhou, Yixuan Li, Ben Fei

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

Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models

Haibo Wang, Zhiyang Xu, Yu Cheng, Shizhe Diao, Yufan Zhou, Yixin Cao, Qifan Wang, Weifeng Ge, Lifu Huang

机构 * University of California, Davis（加州大学戴维斯分校） ； Virginia Tech（弗吉尼亚理工大学） ； The Chinese University of Hong Kong（香港中文大学） ； NVIDIA ； Adobe Research（Adobe研究） ； Fudan University（复旦大学） ； Meta AI 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.AI

Comments Accepted by EMNLP 2025 Findings

RETAIL: Towards Real-world Travel Planning for Large Language Models

Bin Deng, Yizhe Feng, Zeming Liu, Qing Wei, Xiangrong Zhu, Shuai Chen, Yuanfang Guo, Yunhong Wang

机构 * School of Computer Science and Engineering, Beihang University, Beijing, China（北京航空航天大学计算机科学与工程学院） ； Meituan Inc., China（美团公司） 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.AI

IPIGuard: A Novel Tool Dependency Graph-Based Defense Against Indirect Prompt Injection in LLM Agents

Hengyu An, Jinghuai Zhang, Tianyu Du, Chunyi Zhou, Qingming Li, Tao Lin, Shouling Ji

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

Comments EMNLP 2025

SAND: Boosting LLM Agents with Self-Taught Action Deliberation

Yu Xia, Yiran Shen, Junda Wu, Tong Yu, Sungchul Kim, Ryan A. Rossi, Lina Yao, Julian McAuley

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

Comments EMNLP 2025

QueryGenie: Making LLM-Based Database Querying Transparent and Controllable

Longfei Chen, Shenghan Gao, Shiwei Wang, Ken Lin, Yun Wang, Quan Li

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 38th Annual ACM Symposium on User Interface Software and Technology (UIST Adjunct '25), September 28-October 1, 2025, Busan, Republic of Korea

Seed-X: Building Strong Multilingual Translation LLM with 7B Parameters

Shanbo Cheng, Yu Bao, Qian Cao, Luyang Huang, Liyan Kang, Zhicheng Liu, Yu Lu, Wenhao Zhu, Jingwen Chen, Zhichao Huang, Tao Li, Yifu Li, Huiying Lin, Sitong Liu, Ningxin Peng, Shuaijie She, Lu Xu, Nuo Xu, Sen Yang, Runsheng Yu, Yiming Yu, Liehao Zou, Hang Li, Lu Lu, Yuxuan Wang, Yonghui Wu

机构 * ByteDance（字节跳动） 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

VerifiAgent: a Unified Verification Agent in Language Model Reasoning

Jiuzhou Han, Wray Buntine, Ehsan Shareghi

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

Comments EMNLP 2025

LLM-Driven Self-Refinement for Embodied Drone Task Planning

Deyu Zhang, Xicheng Zhang, Jiahao Li, Tingting Long, Xunhua Dai, Yongjian Fu, Jinrui Zhang, Ju Ren, Yaoxue Zhang

机构 * School of Computer Science and Engineering, Central South University（中南大学计算机科学与工程学院） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） 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

Comments 14pages

MATATA: Weakly Supervised End-to-End MAthematical Tool-Augmented Reasoning for Tabular Applications

Vishnou Vinayagame, Gregory Senay, Luis Martí

机构 * Docugami Inc（Docugami公司） ； University of Toronto（多伦多大学） 纠错

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

Comments Published as a conference paper at ICDAR 2025

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation

Yu Xia, Rui Zhong, Zeyu Song, Wei Yang, Junchen Wan, Qingpeng Cai, Chi Lu, Peng Jiang

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

Prescriptive Agents based on RAG for Automated Maintenance (PARAM)

Chitranshu Harbola, Anupam Purwar

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、cs.LG

Self-Supervised Prompt Optimization

Jinyu Xiang, Jiayi Zhang, Zhaoyang Yu, Xinbing Liang, Fengwei Teng, Jinhao Tu, Fashen Ren, Xiangru Tang, Sirui Hong, Chenglin Wu, Yuyu Luo

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、cs.LG

Dissecting Tool-Integrated Reasoning: An Empirical Study and Analysis

Yufeng Zhao, Junnan Liu, Hongwei Liu, Dongsheng Zhu, Yuan Shen, Songyang Zhang, Kai Chen

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 Preprint, working in progress

Think in Blocks: Adaptive Reasoning from Direct Response to Deep Reasoning

Yekun Zhu, Guang Chen, Chengjun Mao

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

Diagnosing Memorization in Chain-of-Thought Reasoning, One Token at a Time

Huihan Li, You Chen, Siyuan Wang, Yixin He, Ninareh Mehrabi, Rahul Gupta, Xiang Ren

机构 * University of Southern California（南加州大学） ； University of California, San Diego（加州大学圣地亚哥分校） ； Meta ； Amazon AGI（亚马逊人工智能研究院） 纠错

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

Pragmatic Inference Chain (PIC) Improving LLMs' Reasoning of Authentic Implicit Toxic Language

Xi Chen, Shuo Wang

机构 * Nanyang Technological University（南洋理工大学） ； University of Macau（澳门大学） 纠错

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

Comments 14 pages, 4 figures, 2 tables

CRISPR-GPT for Agentic Automation of Gene-editing Experiments

Yuanhao Qu, Kaixuan Huang, Ming Yin, Kanghong Zhan, Dyllan Liu, Di Yin, Henry C. Cousins, William A. Johnson, Xiaotong Wang, Mihir Shah, Russ B. Altman, Denny Zhou, Mengdi Wang, Le Cong

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 to Nature Biomedical Engineering

TComQA: Extracting Temporal Commonsense from Text

Lekshmi R Nair, Arun Sankar, Koninika Pal

机构 * Indian Institute of Technology（印度理工学院） 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

Journal ref IRRAG@SIGIR 2025

Embodied Long Horizon Manipulation with Closed-loop Code Generation and Incremental Few-shot Adaptation

Yuan Meng, Xiangtong Yao, Haihui Ye, Yirui Zhou, Shengqiang Zhang, Zhenguo Sun, Xukun Li, Zhenshan Bing, Alois Knoll

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

Comments update ICRA 6 page

ADAM: An AI Reasoning and Bioinformatics Model for Alzheimer's Disease Detection and Microbiome-Clinical Data Integration

Ziyuan Huang, Vishaldeep Kaur Sekhon, Roozbeh Sadeghian, Maria L. Vaida, Cynthia Jo, Doyle Ward, Vanni Bucci, John P. Haran

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

Comments 12 pages, 7 figures

Language-Guided Tuning: Enhancing Numeric Optimization with Textual Feedback

Yuxing Lu, Yucheng Hu, Nan Sun, Xukai Zhao

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

Comments 9 pages, 4 figures, 4 tables

Don't Think Twice! Over-Reasoning Impairs Confidence Calibration

Romain Lacombe, Kerrie Wu, Eddie Dilworth

机构 * Stanford University（斯坦福大学） 纠错

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

Comments Published at ICML 2025 Workshop on Reliable and Responsible Foundation Models

IBPS: Indian Bail Prediction System

Puspesh Kumar Srivastava, Uddeshya Raj, Praveen Patel, Shubham Kumar Nigam, Noel Shallum, Arnab Bhattacharya

机构 * IIT Kanpur, India（印度克达尔理工大学） ； Symbiosis Law School Pune, India（印度浦那塞布里奥斯法学院） 纠错

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

Deep Think with Confidence

Yichao Fu, Xuewei Wang, Yuandong Tian, Jiawei Zhao

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

R-ConstraintBench: Evaluating LLMs on NP-Complete Scheduling

Raj Jain, Marc Wetter

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

A mathematical perspective on Transformers

Borjan Geshkovski, Cyril Letrouit, Yury Polyanskiy, Philippe Rigollet

机构 * Department of Mathematics, Massachusetts Institute of Technology, 77 Massachusetts Ave, 02139 Cambridge MA, USA ； CNRS \& Université Paris-Saclay Laboratoire de mathématiques d'Orsay, 307 rue Michel Magat, Bâtiment 307, 91400 Orsay, France ； Department of EECS, Massachusetts Institute of Technology, 77 Massachusetts Ave, 02139 Cambridge MA, USA 纠错

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

Journal ref Bull. Amer. Math. Soc. 62 (2025), 427-479

An Empirical Study on How Video-LLMs Answer Video Questions

Chenhui Gou, Ziyu Ma, Zicheng Duan, Haoyu He, Feng Chen, Akide Liu, Bohan Zhuang, Jianfei Cai, Hamid Rezatofighi

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

In-Context Iterative Policy Improvement for Dynamic Manipulation

Mark Van der Merwe, Devesh Jha

机构 * Department of Robotics, University of Michigan（机器人学系，密歇根大学） ； MERL 纠错

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

Comments 14 pages. Accepted at CoRL 2025

When and What: Diffusion-Grounded VideoLLM with Entity Aware Segmentation for Long Video Understanding

Pengcheng Fang, Yuxia Chen, Rui Guo

专题命中 推理与问题求解 ：LLM(abstract)