语言大模型 / LLM - arXivDaily 专题

2507.18523 2025-07-25 cs.CL cs.CY cs.HC cs.LG 90%

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

2507.18105 2025-07-25 cs.SE cs.CR 89%

Understanding the Supply Chain and Risks of Large Language Model Applications

Yujie Ma, Lili Quan, Xiaofei Xie, Qiang Hu, Jiongchi Yu, Yao Zhang, Sen Chen

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

Comments 26 pages

2402.04379 2025-07-25 cs.LG cond-mat.mtrl-sci 86%

Fine-Tuned Language Models Generate Stable Inorganic Materials as Text

Nate Gruver, Anuroop Sriram, Andrea Madotto, Andrew Gordon Wilson, C. Lawrence Zitnick, Zachary Ulissi

机构 * NYU（纽约大学）； Meta FAIR

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

Comments ICLR 2024. Code available at: https://github.com/facebookresearch/crystal-llm

2507.18051 2025-07-25 cs.SD eess.AS 85%

The TEA-ASLP System for Multilingual Conversational Speech Recognition and Speech Diarization in MLC-SLM 2025 Challenge

Hongfei Xue, Kaixun Huang, Zhikai Zhou, Shen Huang, Shidong Shang

机构 * Tencent Ethereal Audio Lab（腾讯灵云音频实验室）； Tencent Corporation（腾讯公司）

专题命中指令微调：SLM(title,abstract)；LLM(abstract)；language model(abstract)

Comments Interspeech 2025 workshop

2502.20292 2025-07-25 cs.CV cs.LG 83%

Visual Adaptive Prompting for Compositional Zero-Shot Learning

Kyle Stein, Arash Mahyari, Guillermo Francia, Eman El-Sheikh

机构 * University of West Florida（乌斯托尔大学）； Florida Institute for Human and Machine Cognition (IHMC)（佛罗里达人类与机器认知研究所）

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

2507.16473 2025-07-25 cs.AI 81%

Learning Temporal Abstractions via Variational Homomorphisms in Option-Induced Abstract MDPs

Chang Li, Yaren Zhang, Haoran Lv, Qiong Cao, Chao Xue, Xiaodong He

专题命中指令微调：large language model(abstract)；language model(abstract)；SFT(abstract)；prompting(abstract)

2507.18302 2025-07-25 cs.CR cs.AI cs.CL 81%

LoRA-Leak: Membership Inference Attacks Against LoRA Fine-tuned Language Models

Delong Ran, Xinlei He, Tianshuo Cong, Anyu Wang, Qi Li, Xiaoyun Wang

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

Comments This work has been submitted to the IEEE for possible publication

2507.18570 2025-07-25 cs.CL 79%

Hybrid Tokenization Strategy for DNA Language Model using Byte Pair Encoding and K-MER Methods

Ganesh Sapkota, Md Hasibur Rahman

机构 * Missouri University of Science and Technology（密苏里科技大学）

专题命中指令微调：language model(title,abstract)；分类 cs.CL

2406.12548 2025-07-25 cs.CL 77%

P-React: Synthesizing Topic-Adaptive Reactions of Personality Traits via Mixture of Specialized LoRA Experts

Yuhao Dan, Jie Zhou, Qin Chen, Junfeng Tian, Liang He

机构 * School of Computer Science and Technology, East China Normal University（东华大学计算机科学与技术学院）； Shanghai Institute of AI for Education, East China Normal University（东华大学人工智能教育研究所）； Xiaohongshu Inc.（小红书公司）

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

2502.12988 2025-07-25 cs.CL 77%

Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs

Zixiao Wang, Duzhen Zhang, Ishita Agrawal, Shen Gao, Le Song, Xiuying Chen

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学）； Shandong University（山东省大学）

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

Comments Accepted by ACL 2025 Findings

2507.18531 2025-07-25 cs.CV 75%

IntentVCNet: Bridging Spatio-Temporal Gaps for Intention-Oriented Controllable Video Captioning

Tianheng Qiu, Jingchun Gao, Jingyu Li, Huiyi Leong, Xuan Huang, Xi Wang, Xiaocheng Zhang, Kele Xu, Lan Zhang

机构 * University of Science and Technology of China（中国科学技术大学）； Hefei Institutes of Physical Science,Chinese Academy of Sciences（合肥物理研究所，中国科学院）； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（人工智能研究所，合肥综合性国家科学中心）； State Key Lab. for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学）； University of Chicago（芝加哥大学）； National University of Defense Technology（国防科技大学）； Harbin Institute of Technology（哈尔滨工业大学）

专题命中指令微调：LLM(abstract)；language model(abstract)；prompting(abstract)

2410.08989 2025-07-25 cs.LG cs.AI 73%

Zeroth-Order Fine-Tuning of LLMs in Random Subspaces

Ziming Yu, Pan Zhou, Sike Wang, Jia Li, Mi Tian, Hua Huang

机构 * Beijing Normal University（北京师范大学）； Singapore Management University（新加坡国立大学）； TAL Education Group（TAL教育集团）； Engineering Research Center of Intelligent Technology and Educational Application (MOE)（智能技术与教育应用工程研究中心（教育部））

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

Comments ICCV 2025 camera-ready version

2507.18100 2025-07-25 cs.CV cs.AI 70%

Datasets and Recipes for Video Temporal Grounding via Reinforcement Learning

Ruizhe Chen, Zhiting Fan, Tianze Luo, Heqing Zou, Zhaopeng Feng, Guiyang Xie, Hansheng Zhang, Zhuochen Wang, Zuozhu Liu, Huaijian Zhang

机构 * Bytedance（字节跳动）； Zhejiang University（浙江大学）

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

2507.18243 2025-07-25 cs.CV cs.AI 57%

DepthDark: Robust Monocular Depth Estimation for Low-Light Environments

Longjian Zeng, Zunjie Zhu, Rongfeng Lu, Ming Lu, Bolun Zheng, Chenggang Yan, Anke Xue

机构 * Hangzhou Dianzi University（杭州电子科技大学）； Intel Labs China（英特尔中国实验室）

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

Comments Accepted by ACM MM 2025 conference

1. 指令微调 14 篇