语言大模型 / LLM

Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts

Haodi Ma, Dzmitry Kasinets, Daisy Zhe Wang

机构 * Department of Computer and Information Science and Engineering, University of Florida（计算机与信息科学与工程系，佛罗里达大学） 纠错

专题命中 指令微调 ：language model(abstract)；分类 cs.CL、cs.AI、cs.LG

The System Description of CPS Team for Track on Driving with Language of CVPR 2024 Autonomous Grand Challenge

Jinghan Peng, Jingwen Wang, Xing Yu, Dehui Du

机构 * East China Normal University（东华师范大学） 纠错

专题命中 指令微调 ：language model(abstract)；分类 cs.CL、cs.AI

Humanizing Automated Programming Feedback: Fine-Tuning Generative Models with Student-Written Feedback

Victor-Alexandru Pădurean, Tung Phung, Nachiket Kotalwar, Michael Liut, Juho Leinonen, Paul Denny, Adish Singla

专题命中 指令微调 ：language model(abstract)

Comments Published in International Conference on Educational Data Mining (EDM) 2025

CM-Align: Consistency-based Multilingual Alignment for Large Language Models

Xue Zhang, Yunlong Liang, Fandong Meng, Songming Zhang, Yufeng Chen, Jinan Xu, Jie Zhou

机构 * Key Laboratory of Big Data & Artificial Intelligence in Transportation, Beijing Jiaotong University, Ministry of Education（大数据与人工智能交通运输 key laboratory，北京交通大学，教育部） ； School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China（计算机科学与技术学院，北京交通大学，北京，中国） ； Pattern Recognition Center, WeChat AI, Tencent Inc, China（模式识别中心，微信AI，腾讯公司，中国） 纠错

专题命中 后训练与偏好优化 ：large language model(title,abstract)；language model(title,abstract)；preference optimization(abstract)；分类 cs.CL

Comments EMNLP 2025 Findings

One Goal, Many Challenges: Robust Preference Optimization Amid Content-Aware and Multi-Source Noise

Amirabbas Afzali, Amirhossein Afsharrad, Seyed Shahabeddin Mousavi, Sanjay Lall

专题命中 后训练与偏好优化 ：preference optimization(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models

Pu Jian, Junhong Wu, Wei Sun, Chen Wang, Shuo Ren, Jiajun Zhang

专题命中 后训练与偏好优化 ：language model(title,abstract)；分类 cs.CL

Comments EMNLP2025 Main

Offline RLAIF: Piloting VLM Feedback for RL via SFO

Jacob Beck

机构 * Jacob Beck 1 纠错

专题命中 后训练与偏好优化 ：language model(abstract)；RLHF(abstract)；分类 cs.AI、cs.LG

Comments Code is provided at https://github.com/jacooba/OfflineRLAIF

Journal ref Published at The RLC 2025 Workshop on Reinforcement Learning Beyond Rewards: Ingredients for Developing Generalist Agents

Multi-Agent Retrieval-Augmented Framework for Evidence-Based Counterspeech Against Health Misinformation

Anirban Saha Anik, Xiaoying Song, Elliott Wang, Bryan Wang, Bengisu Yarimbas, Lingzi Hong

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

专题命中 后训练与偏好优化 ：language model(abstract,journal_ref)；large language model(abstract)；分类 cs.CL

Comments Accepted for publication at COLM 2025

Journal ref Second Conference on Language Modeling (COLM 2025)

Base Models Beat Aligned Models at Randomness and Creativity

Peter West, Christopher Potts

机构 * Stanford University（斯坦福大学） ； University of British Columbia（不列颠哥伦比亚大学） 纠错

专题命中 后训练与偏好优化 ：LLM(abstract)；language model(abstract)；分类 cs.CL

Dynamic Adaptive Shared Experts with Grouped Multi-Head Attention Mixture of Experts

Cheng Li, Jiexiong Liu, Yixuan Chen, Jie ji

机构 * KunLun Meta（昆仑元） 纠错

专题命中 后训练与偏好优化 ：post-training(abstract)；分类 cs.AI、cs.LG

Accelerating LLM Inference via Dynamic KV Cache Placement in Heterogeneous Memory System

Yunhua Fang, Rui Xie, Asad Ul Haq, Linsen Ma, Kaoutar El Maghraoui, Naigang Wang, Meng Wang, Liu Liu, Tong Zhang

机构 * Rensselaer Polytechnic Institute（拉特格斯理工学院） ； IBM T.J. Watson Research Center（IBM 沃森研究中心） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments IEEE Computer Architecture Letter

GATEAU: Selecting Influential Samples for Long Context Alignment

Shuzheng Si, Haozhe Zhao, Gang Chen, Yunshui Li, Kangyang Luo, Chuancheng Lv, Kaikai An, Fanchao Qi, Baobao Chang, Maosong Sun

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； Peking University（北京大学） ； DeepLang AI ； Institute for AI, Tsinghua University（清华大学人工智能研究院） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025

VulAgent: Hypothesis-Validation based Multi-Agent Vulnerability Detection

Ziliang Wang, Ge Li, Jia Li, Hao Zhu, Zhi Jin

专题命中 长上下文与记忆 ：LLM(abstract)；language model(abstract)

LEGO: Spatial Accelerator Generation and Optimization for Tensor Applications

Yujun Lin, Zhekai Zhang, Song Han

机构 * Massachusetts Institute of Technology（麻省理工学院） 纠错

专题命中 长上下文与记忆 ：foundation model(abstract)；分类 cs.AI、cs.LG

Comments The first two authors have equal contributions; Published as a conference paper in HPCA 2025; 13 pages, 14 figures

MusicSwarm: Biologically Inspired Intelligence for Music Composition

Markus J. Buehler

专题命中 长上下文与记忆 ：foundation model(abstract)；分类 cs.AI

MEMBOT: Memory-Based Robot in Intermittent POMDP

Youzhi Liang, Eyan Noronha

机构 * Department of Computer Science Stanford University（计算机科学系 斯坦福大学） 纠错

专题命中 长上下文与记忆 ：pretraining(abstract)；分类 cs.AI

Static or Dynamic: Towards Query-Adaptive Token Selection for Video Question Answering

Yumeng Shi, Quanyu Long, Wenya Wang

机构 * Nanyang Technological University（南洋理工大学） 纠错

专题命中 长上下文与记忆 ：language model(abstract)

Comments Accepted to EMNLP 2025 (main)

EasyEdit2: An Easy-to-use Steering Framework for Editing Large Language Models

Ziwen Xu, Shuxun Wang, Kewei Xu, Haoming Xu, Mengru Wang, Xinle Deng, Yunzhi Yao, Guozhou Zheng, Huajun Chen, Ningyu Zhang

机构 * Zhejiang University（浙江大学） ； Ocean Research Center of Zhoushan, Zhejiang University（舟山海洋研究中心，浙江大学） 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、cs.LG

Comments EMNLP 2025 System Demonstrations. Demo: https://www.youtube.com/watch?v=AkfoiPfp5rQ; code: https://github.com/zjunlp/EasyEdit

LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models

Kang He, Kaushik Roy

机构 * Electrical and Computer Engineering, Purdue University（电子与计算机工程系，普渡大学） 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、cs.LG

Comments EMNLP 2025 Main Conference

Through the Theory of Mind's Eye: Reading Minds with Multimodal Video Large Language Models

Zhawnen Chen, Tianchun Wang, Yizhou Wang, Michal Kosinski, Xiang Zhang, Yun Fu, Sheng Li

机构 * University of Virginia（弗吉尼亚大学） ； The Pennsylvania State University（宾夕法尼亚州立大学） ； Northeastern University（东北大学） ； Stanford University（斯坦福大学） 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

Large language model-empowered next-generation computer-aided engineering

Jiachen Guo, Chanwook Park, Dong Qian, Thomas J. R. Hughes, Wing Kam Liu

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

Intelligent Reservoir Decision Support: An Integrated Framework Combining Large Language Models, Advanced Prompt Engineering, and Multimodal Data Fusion for Real-Time Petroleum Operations

Seyed Kourosh Mahjour, Seyed Saman Mahjour

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

FairCoT: Enhancing Fairness in Text-to-Image Generation via Chain of Thought Reasoning with Multimodal Large Language Models

Zahraa Al Sahili, Ioannis Patras, Matthew Purver

机构 * School of Electronic Engineering and Computer Science, Queen Mary University of London（伦敦女王学院电子工程与计算机科学学院） ； Department of Knowledge Technologies, Jožef Stefan Institute（Jožef Stefan研究所知识技术系） 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、cs.LG

Comments Accepted at EMNLP 2025

A Dynamic Knowledge Update-Driven Model with Large Language Models for Fake News Detection

Di Jin, Jun Yang, Xiaobao Wang, Junwei Zhang, Shuqi Li, Dongxiao He

机构 * Tianjin Key Laboratory of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University（天津认知计算与应用重点实验室，智能与计算学院，天津大学） ； Key Laboratory of Artificial Intelligence Application Technology, Qinghai Minzu University（人工智能应用技术重点实验室，青海民族大学） ； Hangzhou Institute of Medicine, Chinese Academy of Sciences（杭州医学研究院，中国科学院） 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

Another Turn, Better Output? A Turn-Wise Analysis of Iterative LLM Prompting

Shashidhar Reddy Javaji, Bhavul Gauri, Zining Zhu

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

Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration

Qinglin Zhu, Runcong Zhao, Hanqi Yan, Yulan He, Yudong Chen, Lin Gui

机构 * King's College London, UK（伦敦国王学院） ； The Alan Turing Institute, UK（艾伦·图灵研究所） ； University of Warwick, UK（沃里克大学） 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

Comments Accepted as a Spotlight at ICML 2025

Joint Effects of Argumentation Theory, Audio Modality and Data Enrichment on LLM-Based Fallacy Classification

Hongxu Zhou, Hylke Westerdijk, Khondoker Ittehadul Islam

机构 * University of Groningen（格罗宁根大学） 纠错

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

Understanding the Uncertainty of LLM Explanations: A Perspective Based on Reasoning Topology

Longchao Da, Xiaoou Liu, Jiaxin Dai, Lu Cheng, Yaqing Wang, Hua Wei

机构 * Arizona State University（亚利桑那州立大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； Purdue University（普渡大学） 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.AI

Comments 28 pages, 9 figures; accepted at COLM'25

Humanizing Machines: Rethinking LLM Anthropomorphism Through a Multi-Level Framework of Design

Yunze Xiao, Lynnette Hui Xian Ng, Jiarui Liu, Mona T. Diab

机构 * Carnegie Mellon University（卡内基梅隆大学） 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

Comments Accepted in EMNLP main proceedings; Updated citations

Think Small, Plan Smart: Minimalist Symbolic Abstraction and Heuristic Subspace Search for LLM-Guided Task Planning

Junfeng Tang, Yuping Yan, Zihan Ye, Zhenshou, Song, Zeqi Zheng, Yaochu Jin

机构 * Zhejiang University（浙江大学） ； Westlake University（西湖大学） ； UCAS-Terminus AI Lab（UCAS-terminus人工智能实验室） ； Victoria University of Wellington（威灵顿维多利亚大学） 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.LG