语言大模型 / LLM

AdaptMI: Adaptive Skill-based In-context Math Instruction for Small Language Models

Yinghui He, Abhishek Panigrahi, Yong Lin, Sanjeev Arora

机构 * Princeton Language and Intelligence（普林斯顿语言与智能） 纠错

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

Thinking with Many Minds: Using Large Language Models for Multi-Perspective Problem-Solving

Sanghyun Park, Boris Maciejovsky, Phanish Puranam

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

Comments 36 pages, 1 appendix

SWI: Speaking with Intent in Large Language Models

Yuwei Yin, EunJeong Hwang, Giuseppe Carenini

机构 * University of British Columbia（不列颠哥伦比亚大学） ； Vector Institute for AI（人工智能矢量研究所） 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 Code: https://github.com/YuweiYin/SWI

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination

Yiqun T. Chen, Tyler H. McCormick, Li Liu, Abhirup Datta

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

PromptGuard: An Orchestrated Prompting Framework for Principled Synthetic Text Generation for Vulnerable Populations using LLMs with Enhanced Safety, Fairness, and Controllability

Tung Vu, Lam Nguyen, Quynh Dao

机构 * Posts and Telecommunications Institute of Technology（邮电技术研究所） ； Hanoi Architectural University（河内建筑大学） 纠错

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

Can Vision-Language Models Solve Visual Math Equations?

Monjoy Narayan Choudhury, Junling Wang, Yifan Hou, Mrinmaya Sachan

机构 * IIIT Bangalore（班加罗尔印度理工学院） ； ETH Zürich（苏黎世联邦理工学院） 纠错

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

Comments Monjoy Narayan Choudhury and Junling Wang contributed equally to this work. Accepted at EMNLP2025 main. Code and datasets are open-sourced with links in the paper

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing

Fusing Knowledge and Language: A Comparative Study of Knowledge Graph-Based Question Answering with LLMs

Vaibhav Chaudhary, Neha Soni, Narotam Singh, Amita Kapoor

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 46 pages, 4 figures, 17 tables

MR-UIE: Multi-Perspective Reasoning with Reinforcement Learning for Universal Information Extraction

Zhongqiu Li, Shiquan Wang, Ruiyu Fang, Mengjiao Bao, Zhenhe Wu, Shuangyong Song, Yongxiang Li, Zhongjiang He

机构 * Institute of Artificial Intelligence (TeleAI)（人工智能研究院） ； China Telecom Corp Ltd（中国电信有限公司） ； BeiHang University（北航大学） 纠错

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

Culturally-Nuanced Story Generation for Reasoning in Low-Resource Languages: The Case of Javanese and Sundanese

Salsabila Zahirah Pranida, Rifo Ahmad Genadi, Fajri Koto

机构 * Department of Natural Language Processing, MBZUAI（自然语言处理系，MBZUAI） 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

Towards Test Generation from Task Description for Mobile Testing with Multi-modal Reasoning

Hieu Huynh, Hai Phung, Hao Pham, Tien N. Nguyen, Vu Nguyen

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

Comments Change the method and experimentation

Can LLMs Hack Enterprise Networks? Autonomous Assumed Breach Penetration-Testing Active Directory Networks

Andreas Happe, Jürgen Cito

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

AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives

Haoxiang Luo, Yu Yan, Yanhui Bian, Wenjiao Feng, Ruichen Zhang, Yinqiu Liu, Jiacheng Wang, Gang Sun, Dusit Niyato, Hongfang Yu, Abbas Jamalipour, Shiwen Mao

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

All for One: LLMs Solve Mental Math at the Last Token With Information Transferred From Other Tokens

Siddarth Mamidanna, Daking Rai, Ziyu Yao, Yilun Zhou

机构 * University of California, Santa Cruz（加州大学圣克鲁兹分校） ； George Mason University（乔治·马歇尔大学） ； Datadog AI Research（Datadog人工智能研究） 纠错

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

Comments EMNLP 2025 Main Conference

Toward Generation of Test Cases from Task Descriptions via History-aware Planning

Duy Cao, Phu Nguyen, Vy Le, Tien N. Nguyen, Vu Nguyen

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

Comments Change the method and experimentation

DATE: Dynamic Absolute Time Enhancement for Long Video Understanding

Chao Yuan, Yang Yang, Yehui Yang, Zach Cheng

机构 * Beihang University（北京航空航天大学） ； Dcar, ByteDance（字节跳动Dcar部门） ； Qfin Holdings,Inc（Qfin控股公司） ； MAIS, Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） 纠错

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

Robix: A Unified Model for Robot Interaction, Reasoning and Planning

Huang Fang, Mengxi Zhang, Heng Dong, Wei Li, Zixuan Wang, Qifeng Zhang, Xueyun Tian, Yucheng Hu, Hang Li

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

Comments Tech report. Project page: https://robix-seed.github.io/robix/

Curriculum-Based Multi-Tier Semantic Exploration via Deep Reinforcement Learning

Abdel Hakim Drid, Vincenzo Suriani, Daniele Nardi, Abderrezzak Debilou

机构 * Department of Electrical Engineering - Mohamed Khider, University of Biskra, Biskra (Algeria)（巴尔克拉大学电子工程系） ； Department of Engineering - University of Basilicata, Potenza (Italy)（巴塞里卡大学工程系） ； Department of Computer, Control, and Management Engineering ``Antonio Ruberti'', Sapienza University of Rome, Rome (Italy)（罗马萨皮恩扎大学计算机、控制与管理工程系） 纠错

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

Comments The 19th International Conference on Intelligent Autonomous Systems (IAS 19), 2025, Genoa

CAME-AB: Cross-Modality Attention with Mixture-of-Experts for Antibody Binding Site Prediction

Hongzong Li, Jiahao Ma, Zhanpeng Shi, Rui Xiao, Fanming Jin, Ye-Fan Hu, Hangjun Che, Jian-Dong Huang

机构 * Generative AI Research and Development Center The Hong Kong University of Science and Technology（生成式人工智能研究与发展中心 香港科学大学） ； MILES The University of Hong Kong（MILES 香港大学） ； College of Veterinary Medicine Jilin University（吉林大学兽医学院） ； School of Chemistry and Chemical Engineering South China University of Technology（华南理工大学化学与化工学院） ； School of Biomedical Sciences The University of Hong Kong（香港大学生物医学科学学院） ； Computational Immunology Centre BayVax Biotech Limited（计算免疫学中心 BayVax 生物技术有限公司） ； College of Electronic and Information Engineering Southwest University（西南大学电子与信息工程学院） 纠错

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

A Logic for Expressing Log-Precision Transformers

William Merrill, Ashish Sabharwal

机构 * New York University（纽约大学） ； Allen Institute for AI（人工智能研究院） 纠错

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

Comments May 24, 2023: Restructured version of old preprint. Oct 12, 2023: To appear at NeurIPS. Sept 10, 2025: minor technical corrections

Visual Programmability: A Guide for Code-as-Thought in Chart Understanding

Bohao Tang, Yan Ma, Fei Zhang, Jiadi Su, Ethan Chern, Zhulin Hu, Zhixin Wang, Pengfei Liu, Ya Zhang

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