语言大模型 / LLM

Grounded Visual Factualization: Factual Anchor-Based Finetuning for Enhancing MLLM Factual Consistency

Filippo Morbiato, Luca Romano, Alessandro Persona

机构 * University of Padua（帕多瓦大学） 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；instruction tuning(abstract)；分类 cs.CL

X-Troll: eXplainable Detection of State-Sponsored Information Operations Agents

Lin Tian, Xiuzhen Zhang, Maria Myung-Hee Kim, Jennifer Biggs, Marian-Andrei Rizoiu

机构 * University of Technology Sydney（悉尼技术大学） ； RMIT University（皇家墨尔本理工大学） 纠错

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

Comments 15 pages, 5 figures, 4 tables, accepted by CIKM2025

Journal ref Proceedings of the 34th ACM International Conference on Information and Knowledge Management, pp 2874--2884. 2025

Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction

WonJin Yoon, Boyu Ren, Spencer Thomas, Chanhwi Kim, Guergana Savova, Mei-Hua Hall, Timothy Miller

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

Comments Published in Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025, Main Track)

Journal ref In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pages 28025-28042, Suzhou, China. Association for Computational Linguistics

EditGRPO: Reinforcement Learning with Post-Rollout Edits for Clinically Accurate Chest X-Ray Report Generation

Kai Zhang, Christopher Malon, Lichao Sun, Martin Renqiang Min

机构 * NEC Laboratories America（NEC美国实验室） ； Lehigh University（莱特大学） 纠错

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

Comments AACL 2025

RealDPO: Real or Not Real, that is the Preference

Guo Cheng, Danni Yang, Ziqi Huang, Jianlou Si, Chenyang Si, Ziwei Liu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； S-Lab, Nanyang Technological University（南洋理工大学S实验室） ； University of Electronic Science and Technology of China（电子科技大学） ； Nanjing University（南京大学） ； SenseTime Research（商汤科技研究院） 纠错

专题命中 指令微调 ：post-training(abstract)；SFT(abstract)；preference optimization(abstract)；分类 cs.AI

Comments Code:https://github.com/Vchitect/RealDPO Project Page:https://vchitect.github.io/RealDPO-Project/

Knowledge-Augmented Question Error Correction for Chinese Question Answer System with QuestionRAG

Longpeng Qiu, Ting Li, Shuai Mao, Nan Yang, Xiaohui Yan

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

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

Comments EMNLP2025 Industry Track

Computational Imaging Meets LLMs: Zero-Shot IDH Mutation Prediction in Brain Gliomas

Syed Muqeem Mahmood, Hassan Mohy-ud-Din

机构 * School of Science and Engineering, Lahore University of Management Sciences, Lahore, Pakistan（科学与工程学院，拉合尔管理科学大学，巴基斯坦拉合尔） 纠错

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

Comments 5 pages, 1 figure, 3 tables

HALO: Hadamard-Assisted Lower-Precision Optimization for LLMs

Saleh Ashkboos, Mahdi Nikdan, Soroush Tabesh, Roberto L. Castro, Torsten Hoefler, Dan Alistarh

机构 * ETH Zurich（苏黎世联邦理工学院） ； ISTAustria（奥地利科学院） ； Neural Magic 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 19 pages, 6 figures

"Don't Teach Minerva": Guiding LLMs Through Complex Syntax for Faithful Latin Translation with RAG

Sergio Torres Aguilar

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

Discourse Heuristics For Paradoxically Moral Self-Correction

Guangliang Liu, Zimo Qi, Xitong Zhang, Kristen Marie Johnson

机构 * Michigan State University（密歇根州立大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

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

KAT-Coder Technical Report

Zizheng Zhan, Ken Deng, Jinghui Wang, Xiaojiang Zhang, Huaixi Tang, Minglei Zhang, Zhiyi Lai, Haoyang Huang, Wen Xiang, Kun Wu, Wenhao Zhuang, Shaojie Wang, Shangpeng Yan, Kepeng Lei, Zongxian Feng, Huiming Wang, Zheng Lin, Mengtong Li, Mengfei Xie, Yinghan Cui, Xuxing Chen, Chao Wang, Weihao Li, Wenqiang Zhu, Jiarong Zhang, Jingxuan Xu, Songwei Yu, Yifan Yao, Xinping Lei, C. Zhang, Han Li, Junqi Xiong, Zuchen Gao, Dailin Li, Haimo Li, Jiaheng Liu, Yuqun Zhang, Junyi Peng, Haotian Zhang, Bin Chen

机构 * Kwaipilot Team（Kwaipilot 团队） 纠错

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

CustomIR: Unsupervised Fine-Tuning of Dense Embeddings for Known Document Corpora

Nathan Paull

机构 * Valkyrie Andromeda（瓦尔基里安德墨达） 纠错

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

BLM$_1$: A Boundless Large Model for Cross-Space, Cross-Task, and Cross-Embodiment Learning

Wentao Tan, Bowen Wang, Heng Zhi, Chenyu Liu, Zhe Li, Jian Liu, Zengrong Lin, Yukun Dai, Yipeng Chen, Wenjie Yang, Enci Xie, Hao Xue, Baixu Ji, Chen Xu, Zhibin Wang, Tianshi Wang, Lei Zhu, Heng Tao Shen

机构 * School of Computer Science and Technology, Tongji University（同济大学计算机科学与技术学院） 纠错

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

Code Aesthetics with Agentic Reward Feedback

Bang Xiao, Lingjie Jiang, Shaohan Huang, Tengchao Lv, Yupan Huang, Xun Wu, Lei Cui, Furu Wei

机构 * Microsoft Research Asia（微软亚洲研究院） ； Zhiyuan College（智远学院） ； Shanghai Jiao Tong University（上海交通大学） ； Peking University（北京大学） 纠错

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

Comments 30 pages, 7 figures

Large Multimodal Models-Empowered Task-Oriented Autonomous Communications: Design Methodology and Implementation Challenges

Hyun Jong Yang, Hyunsoo Kim, Hyeonho Noh, Seungnyun Kim, Byonghyo Shim

机构 * Seoul National University（首尔国立大学） ； Hanbat National University（翰baum国立大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Proof2Silicon: Prompt Repair for Verified Code and Hardware Generation via Reinforcement Learning

Manvi Jha, Jiaxin Wan, Deming Chen

机构 * Electrical and Computer Engineering（电气与计算机工程系） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

GACO-CAD: Geometry-Augmented and Conciseness-Optimized CAD Model Generation from Single Image

Yinghui Wang, Xinyu Zhang, Peng Du

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；post-training(abstract)；分类 cs.AI

ActAlign: Zero-Shot Fine-Grained Video Classification via Language-Guided Sequence Alignment

Amir Aghdam, Vincent Tao Hu, Björn Ommer

机构 * Department of Computer Science, Temple University（Temple大学计算机科学系） ； Munich Center for Machine Learning（慕尼黑机器学习中心） 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments Accepted to TMLR 2025 - Project page: https://amir-aghdam.github.io/act-align/

Detecting Adversarial Fine-tuning with Auditing Agents

Sarah Egler, John Schulman, Nicholas Carlini

机构 * MATS & Anthropic Fellows Program（MATS与Anthropic Fellow项目） ； Thinking Machines Lab（Thinking Machines实验室） ； Anthropic 纠错

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

Concise and Sufficient Sub-Sentence Citations for Retrieval-Augmented Generation

Guo Chen, Qiuyuan Li, Qiuxian Li, Hongliang Dai, Xiang Chen, Piji Li

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

Make an Offer They Can't Refuse: Grounding Bayesian Persuasion in Real-World Dialogues without Pre-Commitment

Buwei He, Yang Liu, Zhaowei Zhang, Zixia Jia, Huijia Wu, Zhaofeng He, Zilong Zheng, Yipeng Kang

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Beijing Institute for General Artificial Intelligence（北京通用人工智能研究院） ； Peking University（北京大学） 纠错

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

Comments Under review

LLMs' Suitability for Network Security: A Case Study of STRIDE Threat Modeling

AbdulAziz AbdulGhaffar, Ashraf Matrawy

机构 * Dept. of Syst. \& Comp. Engineering Carleton University ； School of Information Technology Carleton University 纠错

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

Comments Conference paper, 6 pages, 4 figures, 1 table

Geo-R1: Improving Few-Shot Geospatial Referring Expression Understanding with Reinforcement Fine-Tuning

Zilun Zhang, Zian Guan, Tiancheng Zhao, Haozhan Shen, Tianyu Li, Yuxiang Cai, Zhonggen Su, Zhaojun Liu, Jianwei Yin, Xiang Li

机构 * College of Computer Science and Technology of Zhejiang University（浙江大学计算机科学与技术学院） ； Polytechnic Institute of Zhejiang University（浙江大学Polytechnic学院） ； Om AI Research（Om AI研究机构） ； Binjiang Research Institute of Zhejiang University（浙江大学滨江研究机构） ； School of Software Engineering of Zhejiang University（浙江大学软件工程学院） ； School of Mathematical Sciences of Zhejiang University（浙江大学数学科学学院） ； China Academy of Space Technology（中国航天科技研究院） ； University of Bristol（布里斯托大学） 纠错

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

Towards Secure and Explainable Smart Contract Generation with Security-Aware Group Relative Policy Optimization

Lei Yu, Jingyuan Zhang, Xin Wang, Jiajia Ma, Li Yang, Fengjun Zhang

机构 * Institute for Clarity in Documentation（文档清晰研究所） ； Inria Paris-Rocquencourt（巴黎-罗克琴特研究所） ； Rajiv Gandhi University（拉吉夫·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒研究中心） ； Institute of Software, Chinese Academy of Sciences（软件研究所，中国科学院） 纠错

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

CardRewriter: Leveraging Knowledge Cards for Long-Tail Query Rewriting on Short-Video Platforms

Peiyuan Gong, Feiran Zhu, Yaqi Yin, Chenglei Dai, Chao Zhang, Kai Zheng, Wentian Bao, Jiaxin Mao, Yi Zhang

机构 * GSAI, Renmin University of China（GSAI，中国人民大学） 纠错

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

Enhancing Faithfulness in Abstractive Summarization via Span-Level Fine-Tuning

Sicong Huang, Qianqi Yan, Shengze Wang, Ian Lane

机构 * University of California, Santa Cruz（加州大学圣克鲁兹分校） 纠错

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

Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data Synthesis

Shuhaib Mehri, Xiusi Chen, Heng Ji, Dilek Hakkani-Tür

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Defending MoE LLMs against Harmful Fine-Tuning via Safety Routing Alignment

Jaehan Kim, Minkyoo Song, Seungwon Shin, Sooel Son

机构 * KAIST（韩国科学技术院） 纠错

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

Comments Under review

Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures

Yicheng Zhang, Zhen Qin, Zhaomin Wu, Jian Hou, Shuiguang Deng

机构 * Zhejiang University（浙江大学） ； National University of Singapore（新加坡国立大学） ； Zhejiang Sci-Tech University（浙江科技学院） 纠错

专题命中 指令微调 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments On going work. Codes are released at https://github.com/zyc140345/FedAMoLE

Empowering LLMs with Pseudo-Untrimmed Videos for Audio-Visual Temporal Understanding

Yolo Yunlong Tang, Daiki Shimada, Jing Bi, Mingqian Feng, Hang Hua, Chenliang Xu

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

Comments Accepted to AAAI 2025