语言大模型 / LLM

MVPBench: A Benchmark and Fine-Tuning Framework for Aligning Large Language Models with Diverse Human Values

Yao Liang, Dongcheng Zhao, Feifei Zhao, Guobin Shen, Yuwei Wang, Dongqi Liang, Yi Zeng

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；preference optimization(abstract)；分类 cs.CL、cs.AI

Comments Some parts of the paper need to be revised. We would therefore like to withdraw the paper and resubmit it after making the necessary changes

When marine radar target detection meets pretrained large language models

Qiying Hu, Linping Zhang, Xueqian Wang, Gang Li, Yu Liu, Xiao-Ping Zhang

机构 * Department of Electronic Engineering, Tsinghua University（电子工程系，清华大学） ； State Key Laboratory of Space Network and Communications, Tsinghua University（空间网络与通信国家重点实验室，清华大学） ； Shenzhen Key Laboratory of Ubiquitous Data Enabling, Tsinghua Shenzhen International Graduate School, Tsinghua University（深圳 ubiquitous 数据赋能重点实验室，清华大学深圳国际研究生院） 纠错

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

Scaling behavior of large language models in emotional safety classification across sizes and tasks

Edoardo Pinzuti, Oliver Tüscher, André Ferreira Castro

机构 * Leibniz Institute for Resilience Research（莱比锡韧性研究所） ； University Medical Center Halle（哈雷医学院） ； German Center for Mental Health (DZPG)（德国心理健康中心（DZPG）） ； University Medical Center of the Johannes Gutenberg-University Mainz（美因茨约瑟夫·冯·拉贝大学医学院） 纠错

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

Multilevel Analysis of Cryptocurrency News using RAG Approach with Fine-Tuned Mistral Large Language Model

Bohdan M. Pavlyshenko

机构 * Ivan Franko National University of Lviv（弗拉基米尔·伊万诺维奇·帕瓦利申科国立大学） 纠错

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

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models

Chang Wang, Siyu Yan, Depeng Yuan, Yuqi Chen, Yanhua Huang, Yuanhang Zheng, Shuhao Li, Yinqi Zhang, Kedi Chen, Mingrui Zhu, Ruiwen Xu

机构 * Xiaohongshu Inc.（小红书公司） ； East China Normal University（东华大学） 纠错

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

RefineCoder: Iterative Improving of Large Language Models via Adaptive Critique Refinement for Code Generation

Changzhi Zhou, Xinyu Zhang, Dandan Song, Xiancai Chen, Wanli Gu, Huipeng Ma, Yuhang Tian, Mengdi Zhang, Linmei Hu

机构 * School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China（北京理工大学计算机科学与技术学院） ； Peking University（北京大学） ； Meituan（美团） 纠错

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

MELABenchv1: Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLP

Kurt Micallef, Claudia Borg

机构 * Department of Artificial Intelligence, University of Malta（人工智能系，马耳他大学） 纠错

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

Comments mT5 XXL & EuroLLM Instruct 9B 1-shot results

Improving Multilingual Capabilities with Cultural and Local Knowledge in Large Language Models While Enhancing Native Performance

Ram Mohan Rao Kadiyala, Siddartha Pullakhandam, Siddhant Gupta, Drishti Sharma, Jebish Purbey, Kanwal Mehreen, Muhammad Arham, Suman Debnath, Hamza Farooq

机构 * Vantager ； Cohere for AI Community ； IIT Roorkee（印度理工学院罗尔基） ； Amazon（亚马逊） ； Stanford University（斯坦福大学） 纠错

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

Comments 24 pages, 18 figures

Can adversarial attacks by large language models be attributed?

Manuel Cebrian, Andres Abeliuk, Jan Arne Telle

机构 * Center for Automation and Robotics, Spanish National Research Council（自动化与机器人中心，西班牙国家研究理事会） ； Department of Computer Science, University of Chile（计算机科学系，智利大学） ； Department of Informatics, University of Bergen（信息学系，卑尔根大学） 纠错

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

Comments 22 pages, 5 figures, 2 tables

The Moral Gap of Large Language Models

Maciej Skorski, Alina Landowska

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.LG

Comments preprint

HKGAI-V1: Towards Regional Sovereign Large Language Model for Hong Kong

Sirui Han, Junqi Zhu, Ruiyuan Zhang, Yike Guo

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

Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data

TaeYoon Kwack, Jisoo Kim, Ki Yong Jung, DongGeon Lee, Heesun Park

机构 * Sungkyunkwan University（成均馆大学） ； Pohang University of Science and Technology（釜山科学技术大学） 纠错

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

Comments Accepted to TRL@ACL 2025

RSPO: Regularized Self-Play Alignment of Large Language Models

Xiaohang Tang, Sangwoong Yoon, Seongho Son, Huizhuo Yuan, Quanquan Gu, Ilija Bogunovic

机构 * University College London（伦敦大学学院） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 指令微调 ：large language model(title,abstract)；language model(title,abstract)；preference optimization(abstract)；分类 cs.AI、cs.LG

Comments Preprint

ELMTEX: Fine-Tuning Large Language Models for Structured Clinical Information Extraction. A Case Study on Clinical Reports

Aynur Guluzade, Naguib Heiba, Zeyd Boukhers, Florim Hamiti, Jahid Hasan Polash, Yehya Mohamad, Carlos A Velasco

机构 * Fraunhofer Institute for Applied Information Technology（弗劳恩霍夫应用信息科技研究所） 纠错

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

Replacing thinking with tool usage enables reasoning in small language models

Corrado Rainone, Tim Bakker, Roland Memisevic

机构 * Qualcomm AI Research（高通人工智能研究） 纠错

专题命中 指令微调 ：language model(title,abstract)；small language model(title)；large language model(abstract)；SFT(abstract)

Comments 23 pages, includes appendix

Instruct-SkillMix: A Powerful Pipeline for LLM Instruction Tuning

Simran Kaur, Simon Park, Anirudh Goyal, Sanjeev Arora

专题命中 指令微调 ：LLM(title,abstract)；instruction tuning(title)；SFT(abstract)；prompting(abstract)

Journal ref International Conference on Learning Representations (ICLR 2025)

ReviewInstruct: A Review-Driven Multi-Turn Conversations Generation Method for Large Language Models

Jiangxu Wu, Cong Wang, TianHuang Su, Jun Yang, Haozhi Lin, Chao Zhang, Ming Peng, Kai Shi, SongPan Yang, BinQing Pan, ZiXian Li, Ni Yang, ZhenYu Yang

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

Comments ACL2025 Accepted

Enabling Precise Topic Alignment in Large Language Models Via Sparse Autoencoders

Ananya Joshi, Celia Cintas, Skyler Speakman

机构 * Carnegie Mellon University（卡内基梅隆大学） ； IBM Research（IBM研究院） 纠错

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

Improved Supervised Fine-Tuning for Large Language Models to Mitigate Catastrophic Forgetting

Fei Ding, Baiqiao Wang

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

SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities

Guoyang Xia, Yifeng Ding, Fengfa Li, Lei Ren, Wei Chen, Fangxiang Feng, Xiaojie Wang

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

SDE-SQL: Enhancing Text-to-SQL Generation in Large Language Models via Self-Driven Exploration with SQL Probes

Wenxuan Xie, Yaxun Dai, Wenhao Jiang

机构 * South China University of Technology（华南理工大学） ； Soochow University（苏州大学） ； Guangdong Laboratory of AI and Digital Economy（广东人工智能与数字经济实验室） 纠错

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

Revisiting Compositional Generalization Capability of Large Language Models Considering Instruction Following Ability

Yusuke Sakai, Hidetaka Kamigaito, Taro Watanabe

机构 * Nara Institute of Science and Technology（奈良科学技術大學） 纠错

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

Comments ACL 2025 Main

MALM: A Multi-Information Adapter for Large Language Models to Mitigate Hallucination

Ao Jia, Haiming Wu, Guohui Yao, Dawei Song, Songkun Ji, Yazhou Zhang

机构 * Beijing Institute of Technology（北京理工大学） ； The Open University（开放大学） ； Beijing Information Science and Technology University（北京信息科技大学） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Enhancing Large Language Models for Mobility Analytics with Semantic Location Tokenization

Yile Chen, Yicheng Tao, Yue Jiang, Shuai Liu, Han Yu, Gao Cong

机构 * Nanyang Technological University（南洋理工大学） ； Southern University of Science and Technology（南方科技大学） 纠错

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

Comments Accepted by KDD'25

Learning to Poison Large Language Models for Downstream Manipulation

Xiangyu Zhou, Yao Qiang, Saleh Zare Zade, Mohammad Amin Roshani, Prashant Khanduri, Douglas Zytko, Dongxiao Zhu

机构 * Department of Computer Science, Wayne State University（韦恩州立大学计算机科学系） ； Computer Science and Engineering Department, Oakland University（奥克兰大学计算机科学与工程系） ； College of Innovation and Technology, University of Michigan-Flint（密歇根大学弗林特分校创新与技术学院） 纠错

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

Information Gain-Guided Causal Intervention for Autonomous Debiasing Large Language Models

Zhouhao Sun, Xiao Ding, Li Du, Yunpeng Xu, Yixuan Ma, Yang Zhao, Bing Qin, Ting Liu

机构 * Research Center for Social Computing and Interactive Robotics（社会计算与交互机器人研究中心） ； Harbin Institute of Technology（哈尔滨工业大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

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

From Reddit to Generative AI: Evaluating Large Language Models for Anxiety Support Fine-tuned on Social Media Data

Ugur Kursuncu, Trilok Padhi, Gaurav Sinha, Abdulkadir Erol, Jaya Krishna Mandivarapu, Christopher R. Larrison

机构 * Georgia State University（佐治亚州立大学） ； University of Georgia（佐治亚大学） ； Microsoft（微软） ； University of Illinois at 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 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Genetic Instruct: Scaling up Synthetic Generation of Coding Instructions for Large Language Models

Somshubra Majumdar, Vahid Noroozi, Mehrzad Samadi, Sean Narenthiran, Aleksander Ficek, Wasi Uddin Ahmad, Jocelyn Huang, Jagadeesh Balam, Boris Ginsburg

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

Comments Accepted to be presented in ACL 2025

AGENTIF: Benchmarking Instruction Following of Large Language Models in Agentic Scenarios

Yunjia Qi, Hao Peng, Xiaozhi Wang, Amy Xin, Youfeng Liu, Bin Xu, Lei Hou, Juanzi Li

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

LFTF: Locating First and Then Fine-Tuning for Mitigating Gender Bias in Large Language Models

Zhanyue Qin, Yue Ding, Deyuan Liu, Qingbin Liu, Junxian Cai, Xi Chen, Zhiying Tu, Dianhui Chu, Cuiyun Gao, Dianbo Sui

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Tencent（腾讯） 纠错

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