语言大模型 / LLM - arXivDaily 专题

2507.08151 2025-07-14 cs.CL 90%

Distilling Empathy from Large Language Models

Henry J. Xie, Jinghan Zhang, Xinhao Zhang, Kunpeng Liu

机构 * Westview High School（西弗尼高中）； Portland State University（波特兰州立大学）

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

Comments Accepted by SIGDIAL 2025

2506.04063 2025-06-05 cs.HC cs.DC cs.LG 90%

Crowd-SFT: Crowdsourcing for LLM Alignment

Alex Sotiropoulos, Sulyab Thottungal Valapu, Linus Lei, Jared Coleman, Bhaskar Krishnamachari

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

2410.16672 2025-06-04 cs.AI 90%

The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models

Chen Qian, Dongrui Liu, Jie Zhang, Yong Liu, Jing Shao

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）

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

Comments ACL 2025 Main Conference

2410.04407 2025-05-27 cs.CL 90%

Lens: Rethinking Multilingual Enhancement for Large Language Models

Weixiang Zhao, Yulin Hu, Jiahe Guo, Xingyu Sui, Tongtong Wu, Yang Deng, Yanyan Zhao, Bing Qin, Wanxiang Che, Ting Liu

机构 * Harbin Institute of Technology（哈尔滨理工大学）； Monash University（墨尔本大学）； Singapore Management University（新加坡管理大学）

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

Comments 23 pages, 7 figures, 7 tables

2505.12470 2025-05-26 cs.AI 90%

NeuroGen: Neural Network Parameter Generation via Large Language Models

Jiaqi Wang, Yusen Zhang, Xi Li

机构 * The Pennsylvania State University（宾夕法尼亚州立大学）； University of Alabama at Birmingham（阿拉巴马大学伯明翰分校）； Auburn University（阿肯色大学欧文市）

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

Comments The three authors contributed equally to this work. The codes will be public after being accepted

2402.06738 2025-05-23 cs.CL 90%

EntGPT: Entity Linking with Generative Large Language Models

Yifan Ding, Amrit Poudel, Qingkai Zeng, Tim Weninger, Balaji Veeramani, Sanmitra Bhattacharya

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

2505.14297 2025-05-21 cs.CL 90%

Cross-Lingual Optimization for Language Transfer in Large Language Models

Jungseob Lee, Seongtae Hong, Hyeonseok Moon, Heuiseok Lim

机构 * Korea University（韩国大学）

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

Comments Accepted for publication at ACL 2025. Jungseob Lee and Seongtae Hong contributed equally to this work

2412.06245 2025-05-21 cs.CL 90%

A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension

Saahith Janapati, Yangfeng Ji

机构 * University of Virginia（弗吉尼亚大学）

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

2503.11441 2025-05-20 cs.LG 90%

D3: Diversity, Difficulty, and Dependability-Aware Data Selection for Sample-Efficient LLM Instruction Tuning

Jia Zhang, Chen-Xi Zhang, Yao Liu, Yi-Xuan Jin, Xiao-Wen Yang, Bo Zheng, Yi Liu, Lan-Zhe Guo

机构 * National Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室）； School of Artificial Intelligence, Nanjing University（南京大学人工智能学院）； Algorithm Tech, Taobao & Tmall Group of Alibaba（阿里巴巴集团算法技术部）； School of Intelligence Science and Technology, Nanjing University（南京大学智能科学与技术学院）

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

Comments IJCAI'25

2503.04785 2025-05-06 cs.CL cs.CY 90%

Mapping Trustworthiness in Large Language Models: A Bibliometric Analysis Bridging Theory to Practice

José Siqueira de Cerqueira, Kai-Kristian Kemell, Rebekah Rousi, Nannan Xi, Juho Hamari, Pekka Abrahamsson

机构 * Tampere University（塔尔基耶大学）； University of Vaasa（瓦萨大学）

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

2503.18296 2025-04-01 cs.CL 90%

Surgical Action Planning with Large Language Models

Mengya Xu, Zhongzhen Huang, Jie Zhang, Xiaofan Zhang, Qi Dou

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

Comments 10 pages,4 figures

2503.09029 2025-03-13 cs.CL 90%

DAST: Difficulty-Aware Self-Training on Large Language Models

Boyang Xue, Qi Zhu, Hongru Wang, Rui Wang, Sheng Wang, Hongling Xu, Fei Mi, Yasheng Wang, Lifeng Shang, Qun Liu, Kam-Fai Wong

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

2503.04870 2025-03-11 physics.comp-ph cond-mat.mtrl-sci cs.LG 90%

Leveraging Large Language Models to Address Data Scarcity in Machine Learning: Applications in Graphene Synthesis

Devi Dutta Biswajeet, Sara Kadkhodaei

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

Comments 20 pages, 10 figures, 4 tables; Supplementary Material with 13 figures and 4 tables

2502.05867 2025-02-11 cs.CL 90%

Self-Training Large Language Models for Tool-Use Without Demonstrations

Ne Luo, Aryo Pradipta Gema, Xuanli He, Emile van Krieken, Pietro Lesci, Pasquale Minervini

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

2410.17485 2025-02-10 cs.CL eess.AS 90%

VoiceTextBlender: Augmenting Large Language Models with Speech Capabilities via Single-Stage Joint Speech-Text Supervised Fine-Tuning

Yifan Peng, Krishna C. Puvvada, Zhehuai Chen, Piotr Zelasko, He Huang, Kunal Dhawan, Ke Hu, Shinji Watanabe, Jagadeesh Balam, Boris Ginsburg

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

Comments Accepted at NAACL 2025 main conference

2408.09698 2025-01-14 cs.IR cs.AI 90%

Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation

Yuyang Ye, Zhi Zheng, Yishan Shen, Tianshu Wang, Hengruo Zhang, Peijun Zhu, Runlong Yu, Kai Zhang, Hui Xiong

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

2404.01399 2025-01-07 cs.CL 90%

Developing Safe and Responsible Large Language Model : Can We Balance Bias Reduction and Language Understanding in Large Language Models?

Shaina Raza, Oluwanifemi Bamgbose, Shardul Ghuge, Fatemeh Tavakol, Deepak John Reji, Syed Raza Bashir

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

2308.08747 2025-01-07 cs.CL 90%

An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning

Yun Luo, Zhen Yang, Fandong Meng, Yafu Li, Jie Zhou, Yue Zhang

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

2303.10494 2024-12-11 cs.SE cs.LG 90%

Revisiting the Plastic Surgery Hypothesis via Large Language Models

Chunqiu Steven Xia, Yifeng Ding, Lingming Zhang

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

Journal ref ASE 2023: Proceedings of the 38th IEEE/ACM International Conference on Automated Software Engineering

2408.06273 2024-10-29 cs.CL 90%

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data

Haoran Sun, Renren Jin, Shaoyang Xu, Leiyu Pan, Supryadi, Menglong Cui, Jiangcun Du, Yikun Lei, Lei Yang, Ling Shi, Juesi Xiao, Shaolin Zhu, Deyi Xiong

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

Comments Accepted to EMNLP 2024 Industry Track

2405.17888 2024-10-29 cs.AI 90%

Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment

Jiaxiang Li, Siliang Zeng, Hoi-To Wai, Chenliang Li, Alfredo Garcia, Mingyi Hong

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

2410.17599 2024-10-24 cs.CL 90%

Cross-model Control: Improving Multiple Large Language Models in One-time Training

Jiayi Wu, Hao Sun, Hengyi Cai, Lixin Su, Shuaiqiang Wang, Dawei Yin, Xiang Li, Ming Gao

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

Comments Accepted by NeurIPS 2024

2309.09969 2024-10-16 cs.RO cs.LG cs.SY eess.SY 90%

Prompt a Robot to Walk with Large Language Models

Yen-Jen Wang, Bike Zhang, Jianyu Chen, Koushil Sreenath

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

Comments Conference on Decision and Control (CDC), 2024

2410.11370 2024-10-16 cs.CL cs.IR 90%

Enhance Graph Alignment for Large Language Models

Haitong Luo, Xuying Meng, Suhang Wang, Tianxiang Zhao, Fali Wang, Hanyun Cao, Yujun Zhang

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

Comments Under review

2410.07830 2024-10-11 cs.CL 90%

NusaMT-7B: Machine Translation for Low-Resource Indonesian Languages with Large Language Models

William Tan, Kevin Zhu

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

Comments Accepted to SoLaR @ NeurIPS 2024

2408.12780 2024-10-07 cs.CL 90%

Quality or Quantity? On Data Scale and Diversity in Adapting Large Language Models for Low-Resource Translation

Vivek Iyer, Bhavitvya Malik, Pavel Stepachev, Pinzhen Chen, Barry Haddow, Alexandra Birch

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

Comments 10 pages, 6 figures

2410.00361 2024-10-02 cs.CL 90%

PclGPT: A Large Language Model for Patronizing and Condescending Language Detection

Hongbo Wang, Mingda Li, Junyu Lu, Hebin Xia, Liang Yang, Bo Xu, Ruizhu Liu, Hongfei Lin

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

Comments Accepted for EMNLP2024 (Findings)

2402.02338 2024-08-07 cs.NI cs.LG 90%

NetLLM: Adapting Large Language Models for Networking

Duo Wu, Xianda Wang, Yaqi Qiao, Zhi Wang, Junchen Jiang, Shuguang Cui, Fangxin Wang

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

Comments This paper has been accepted by ACM SIGCOMM 2024. DOI: https://doi.org/10.1145/3651890.3672268

2407.19672 2024-07-30 cs.CL 90%

SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages

Wenxuan Zhang, Hou Pong Chan, Yiran Zhao, Mahani Aljunied, Jianyu Wang, Chaoqun Liu, Yue Deng, Zhiqiang Hu, Weiwen Xu, Yew Ken Chia, Xin Li, Lidong Bing

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

2402.16568 2024-07-25 cs.CL 90%

Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models

Yifu Gao, Linbo Qiao, Zhigang Kan, Zhihua Wen, Yongquan He, Dongsheng Li

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

Comments Accepted by ACL(Findings) 2024

1. 指令微调 11511 篇

Distilling Empathy from Large Language Models

Crowd-SFT: Crowdsourcing for LLM Alignment

The Tug of War Within: Mitigating the Fairness-Privacy Conflicts in Large Language Models

Lens: Rethinking Multilingual Enhancement for Large Language Models

NeuroGen: Neural Network Parameter Generation via Large Language Models

EntGPT: Entity Linking with Generative Large Language Models

Cross-Lingual Optimization for Language Transfer in Large Language Models

A Comparative Study of Learning Paradigms in Large Language Models via Intrinsic Dimension

D3: Diversity, Difficulty, and Dependability-Aware Data Selection for Sample-Efficient LLM Instruction Tuning

Mapping Trustworthiness in Large Language Models: A Bibliometric Analysis Bridging Theory to Practice

Surgical Action Planning with Large Language Models

DAST: Difficulty-Aware Self-Training on Large Language Models

Leveraging Large Language Models to Address Data Scarcity in Machine Learning: Applications in Graphene Synthesis

Self-Training Large Language Models for Tool-Use Without Demonstrations

VoiceTextBlender: Augmenting Large Language Models with Speech Capabilities via Single-Stage Joint Speech-Text Supervised Fine-Tuning

Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation

Developing Safe and Responsible Large Language Model : Can We Balance Bias Reduction and Language Understanding in Large Language Models?

An Empirical Study of Catastrophic Forgetting in Large Language Models During Continual Fine-tuning

Revisiting the Plastic Surgery Hypothesis via Large Language Models

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data

Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment

Cross-model Control: Improving Multiple Large Language Models in One-time Training

Prompt a Robot to Walk with Large Language Models

Enhance Graph Alignment for Large Language Models

NusaMT-7B: Machine Translation for Low-Resource Indonesian Languages with Large Language Models

Quality or Quantity? On Data Scale and Diversity in Adapting Large Language Models for Low-Resource Translation

PclGPT: A Large Language Model for Patronizing and Condescending Language Detection

NetLLM: Adapting Large Language Models for Networking

SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages

Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models