语言大模型 / LLM - arXivDaily 专题

2507.15281 2025-07-22 cs.CL cs.AI 91%

A Novel Self-Evolution Framework for Large Language Models

Haoran Sun, Zekun Zhang, Shaoning Zeng

机构 * Haoran Sun, Zekun Zhang, Shaoning Zeng（作者）

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；preference optimization(abstract)

2505.19896 2025-07-16 cs.AI astro-ph.IM cs.CL 91%

Large Language Models as Autonomous Spacecraft Operators in Kerbal Space Program

Alejandro Carrasco, Victor Rodriguez-Fernandez, Richard Linares

机构 * Massachusetts Institute of Technology, Department of Aeronautics and Astronautics（麻省理工学院航空与航天系）

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

Comments Non revised version for paper going to be published in Journal of Advances in Space Research

2507.00606 2025-07-04 cs.CL cs.AI 91%

Mixture of Reasonings: Teach Large Language Models to Reason with Adaptive Strategies

Tao Xiong, Xavier Hu, Wenyan Fan, Shengyu Zhang

机构 * Dalian University of Technology（大连理工大学）； Zhejiang University（浙江大学）

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

2506.03426 2025-06-05 cs.LG cs.CL 91%

Adaptive Task Vectors for Large Language Models

Joonseong Kang, Soojeong Lee, Subeen Park, Sumin Park, Taero Kim, Jihee Kim, Ryunyi Lee, Kyungwoo Song

机构 * Yonsei University（延世大学）

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

2409.11547 2025-06-05 cs.CL cs.AI 91%

Small Language Models can Outperform Humans in Short Creative Writing: A Study Comparing SLMs with Humans and LLMs

Guillermo Marco, Luz Rello, Julio Gonzalo

机构 * UNED, Madrid, Spain（UNED, 马德里, 西班牙）； IE University, Madrid, Spain（IE大学, 马德里, 西班牙）

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

Comments Accepted as Main Conference Paper at COLING 2025

Journal ref Proceedings of the 31st International Conference on Computational Linguistics (COLING 2025), pages 6552-6570, Abu Dhabi, UAE. Association for Computational Linguistics

2412.11189 2025-05-28 cs.AI cs.CL 91%

Leveraging Large Language Models for Active Merchant Non-player Characters

Byungjun Kim, Minju Kim, Dayeon Seo, Bugeun Kim

机构 * Department of Artificial Intelligence, Chung-Ang University（人工智能系， Chung-Ang 大学）

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

Comments Accepted to IJCAI 2025

2505.12983 2025-05-20 cs.CL cs.AI 91%

An Empirical Study of Many-to-Many Summarization with Large Language Models

Jiaan Wang, Fandong Meng, Zengkui Sun, Yunlong Liang, Yuxuan Cao, Jiarong Xu, Haoxiang Shi, Jie Zhou

机构 * Pattern Recognition Center, WeChat AI, Tencent Inc, China（腾讯人工智能研究中心）； Fudan Unversity（复旦大学）； Waseda University（早稻田大学）； Beijing Jiaotong University（北京交通大学）； Zhejiang University（浙江大学）

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

Comments Accepted to ACL 2025 main conference

2503.01869 2025-04-14 cs.CL cs.LG stat.ML 91%

From Small to Large Language Models: Revisiting the Federalist Papers

So Won Jeong, Veronika Ročková

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

2503.18320 2025-03-25 cs.AI cs.CL 91%

Bridging Writing Manner Gap in Visual Instruction Tuning by Creating LLM-aligned Instructions

Dong Jing, Nanyi Fei, Zhiwu Lu

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

2306.07207 2025-03-18 cs.CV cs.AI cs.CL 91%

Valley: Video Assistant with Large Language model Enhanced abilitY

Ruipu Luo, Ziwang Zhao, Min Yang, Zheming Yang, Minghui Qiu, Tao Wang, Zhongyu Wei, Yanhao Wang, Cen Chen

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

2503.03258 2025-03-06 cs.LG cs.AI 91%

Exploring the Potential of Large Language Models as Predictors in Dynamic Text-Attributed Graphs

Runlin Lei, Jiarui Ji, Haipeng Ding, Lu Yi, Zhewei Wei, Yongchao Liu, Chuntao Hong

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

2410.14745 2025-02-20 cs.CL cs.AI 91%

Semi-supervised Fine-tuning for Large Language Models

Junyu Luo, Xiao Luo, Xiusi Chen, Zhiping Xiao, Wei Ju, Ming Zhang

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

Comments Github Repo: https://github.com/luo-junyu/SemiEvol

Journal ref NAACL 2025

2406.15330 2025-02-14 cs.AI cs.CL 91%

Enhancing Large Language Model Performance with Gradient-Based Parameter Selection

Haoling Li, Xin Zhang, Xiao Liu, Yeyun Gong, Yifan Wang, Qi Chen, Peng Cheng

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

Comments Accepted by AAAI 2025

2307.02046 2025-01-22 cs.IR cs.AI cs.CL 91%

Recommender Systems in the Era of Large Language Models (LLMs)

Zihuai Zhao, Wenqi Fan, Jiatong Li, Yunqing Liu, Xiaowei Mei, Yiqi Wang, Zhen Wen, Fei Wang, Xiangyu Zhao, Jiliang Tang, Qing Li

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

Comments Accepted by IEEE TKDE

Journal ref IEEE Transactions on Knowledge and Data Engineering, vol. 36, no. 11, pp. 6889-6907, Nov. 2024

2501.06911 2025-01-14 cs.AI cs.CL 91%

Risk-Averse Finetuning of Large Language Models

Sapana Chaudhary, Ujwal Dinesha, Dileep Kalathil, Srinivas Shakkottai

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

Comments Neurips 2024

2402.15061 2024-12-18 cs.CL cs.LG 91%

Fine-tuning Large Language Models for Domain-specific Machine Translation

Jiawei Zheng, Hanghai Hong, Feiyan Liu, Xiaoli Wang, Jingsong Su, Yonggui Liang, Shikai Wu

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

Comments 13 pages, 5 figures, 9 tables

2406.11102 2024-12-17 cs.CL cs.AI 91%

Grading Massive Open Online Courses Using Large Language Models

Shahriar Golchin, Nikhil Garuda, Christopher Impey, Matthew Wenger

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

Comments Final version; accepted at COLING 2025

2412.09946 2024-12-16 cs.CL cs.AI 91%

Enhancing Nursing and Elderly Care with Large Language Models: An AI-Driven Framework

Qiao Sun, Jiexin Xie, Nanyang Ye, Qinying Gu, Shijie Guo

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

2405.20535 2024-12-13 cs.AI cs.CL 91%

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning

Xinlu Zhang, Zhiyu Zoey Chen, Xi Ye, Xianjun Yang, Lichang Chen, William Yang Wang, Linda Ruth Petzold

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

2412.03573 2024-12-06 cs.IR cs.AI cs.CL 91%

Improving Tool Retrieval by Leveraging Large Language Models for Query Generation

Mohammad Kachuee, Sarthak Ahuja, Vaibhav Kumar, Puyang Xu, Xiaohu Liu

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

Journal ref COLING 2025

2412.03343 2024-12-05 cs.CL cs.AI 91%

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Long Mai, Julie Carson-Berndsen

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

2411.14497 2024-11-25 cs.CL cs.AI 91%

Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning

Hang Zhou, Yehui Tang, Haochen Qin, Yujie Yang, Renren Jin, Deyi Xiong, Kai Han, Yunhe Wang

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

2411.13604 2024-11-22 cs.CV cs.CL cs.LG 91%

RadPhi-3: Small Language Models for Radiology

Mercy Ranjit, Shaury Srivastav, Tanuja Ganu

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

2308.14186 2024-10-30 cs.CL cs.AI 91%

Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrations

Leonardo Ranaldi, Giulia Pucci, Andre Freitas

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

Journal ref 2024.findings-acl.473

2406.07685 2024-10-08 cs.CL cs.AI 91%

Test-Time Fairness and Robustness in Large Language Models

Leonardo Cotta, Chris J. Maddison

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

2408.10642 2024-08-21 cs.AI cs.CL 91%

Minor SFT loss for LLM fine-tune to increase performance and reduce model deviation

Shiming Xie, Hong Chen, Fred Yu, Zeye Sun, Xiuyu Wu

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

Comments 8 pages, 5 figures

2408.04649 2024-08-12 cs.CL cs.AI 91%

Chain of Stance: Stance Detection with Large Language Models

Junxia Ma, Changjiang Wang, Hanwen Xing, Dongming Zhao, Yazhou Zhang

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

2408.00804 2024-08-05 cs.AR cs.AI cs.LG 91%

ChipExpert: The Open-Source Integrated-Circuit-Design-Specific Large Language Model

Ning Xu, Zhaoyang Zhang, Lei Qi, Wensuo Wang, Chao Zhang, Zihao Ren, Huaiyuan Zhang, Xin Cheng, Yanqi Zhang, Zhichao Liu, Qingwen Wei, Shiyang Wu, Lanlan Yang, Qianfeng Lu, Yiqun Ma, Mengyao Zhao, Junbo Liu, Yufan Song, Xin Geng, Jun Yang

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

2407.01851 2024-07-04 cs.CV cs.AI cs.LG eess.AS 91%

Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time

Sanjoy Chowdhury, Sayan Nag, Subhrajyoti Dasgupta, Jun Chen, Mohamed Elhoseiny, Ruohan Gao, Dinesh Manocha

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

Comments Accepted at ECCV 2024

2403.08819 2024-06-28 cs.LG cs.CL stat.ML 91%

Thermometer: Towards Universal Calibration for Large Language Models

Maohao Shen, Subhro Das, Kristjan Greenewald, Prasanna Sattigeri, Gregory Wornell, Soumya Ghosh

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

Comments Camera ready version for ICML 2024

1. 指令微调 11601 篇

A Novel Self-Evolution Framework for Large Language Models

Large Language Models as Autonomous Spacecraft Operators in Kerbal Space Program

Mixture of Reasonings: Teach Large Language Models to Reason with Adaptive Strategies

Adaptive Task Vectors for Large Language Models

Small Language Models can Outperform Humans in Short Creative Writing: A Study Comparing SLMs with Humans and LLMs

Leveraging Large Language Models for Active Merchant Non-player Characters

An Empirical Study of Many-to-Many Summarization with Large Language Models

From Small to Large Language Models: Revisiting the Federalist Papers

Bridging Writing Manner Gap in Visual Instruction Tuning by Creating LLM-aligned Instructions

Valley: Video Assistant with Large Language model Enhanced abilitY

Exploring the Potential of Large Language Models as Predictors in Dynamic Text-Attributed Graphs

Semi-supervised Fine-tuning for Large Language Models

Enhancing Large Language Model Performance with Gradient-Based Parameter Selection

Recommender Systems in the Era of Large Language Models (LLMs)

Risk-Averse Finetuning of Large Language Models

Fine-tuning Large Language Models for Domain-specific Machine Translation

Grading Massive Open Online Courses Using Large Language Models

Enhancing Nursing and Elderly Care with Large Language Models: An AI-Driven Framework

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning

Improving Tool Retrieval by Leveraging Large Language Models for Query Generation

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning

RadPhi-3: Small Language Models for Radiology

Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrations

Test-Time Fairness and Robustness in Large Language Models

Minor SFT loss for LLM fine-tune to increase performance and reduce model deviation

Chain of Stance: Stance Detection with Large Language Models

ChipExpert: The Open-Source Integrated-Circuit-Design-Specific Large Language Model

Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time

Thermometer: Towards Universal Calibration for Large Language Models