语言大模型 / LLM - arXivDaily 专题

2310.19651 2025-03-04 cs.CL 89%

Dynamics of Instruction Fine-Tuning for Chinese Large Language Models

Chiyu Song, Zhanchao Zhou, Jianhao Yan, Yuejiao Fei, Zhenzhong Lan, Yue Zhang

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

Comments Accepted to COLING 2025

2412.16100 2025-03-03 cs.CL 89%

Logical Consistency of Large Language Models in Fact-checking

Bishwamittra Ghosh, Sarah Hasan, Naheed Anjum Arafat, Arijit Khan

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

Comments Published at ICLR 2025

2406.11391 2025-02-25 cs.LG 89%

P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models

Shuo Yang, Chenchen Yuan, Yao Rong, Felix Steinbauer, Gjergji Kasneci

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

2404.10306 2025-02-25 cs.CL 89%

Balancing Speciality and Versatility: A Coarse to Fine Framework for Mitigating Catastrophic Forgetting in Large Language Models

Hengyuan Zhang, Yanru Wu, Dawei Li, Sak Yang, Rui Zhao, Yong Jiang, Fei Tan

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

Comments 43 pages, 10 figures, accepted by ACL 2024

2502.14482 2025-02-21 cs.CL 89%

NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models

Chenlu Guo, Yuan Wu, Yi Chang

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

2502.08130 2025-02-21 cs.CL 89%

Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Sonam Gupta, Yatin Nandwani, Asaf Yehudai, Dinesh Khandelwal, Dinesh Raghu, Sachindra Joshi

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

Comments 10 pages, Accepted to NAACL Findings 2025. arXiv admin note: text overlap with arXiv:2409.04787

2404.08680 2025-02-21 cs.CL cs.DL cs.IR 89%

Automating Research Synthesis with Domain-Specific Large Language Model Fine-Tuning

Teo Susnjak, Peter Hwang, Napoleon H. Reyes, Andre L. C. Barczak, Timothy R. McIntosh, Surangika Ranathunga

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

2501.18005 2025-02-12 cs.SE cs.LG 89%

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces

Neetha Jambigi, Bartosz Bogacz, Moritz Mueller, Thomas Bach, Michael Felderer

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

Comments I do not have the necessary approvals to out the paper on Arxiv from my organization yet. I was too soon to do this

2410.11235 2025-02-12 cs.CL 89%

GT2Vec: Large Language Models as Multi-Modal Encoders for Text and Graph-Structured Data

Jiacheng Lin, Kun Qian, Haoyu Han, Nurendra Choudhary, Tianxin Wei, Zhongruo Wang, Sahika Genc, Edward W Huang, Sheng Wang, Karthik Subbian, Danai Koutra, Jimeng Sun

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

2409.01658 2025-02-06 cs.CL 89%

From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning

Wei Chen, Zhen Huang, Liang Xie, Binbin Lin, Houqiang Li, Le Lu, Xinmei Tian, Deng Cai, Yonggang Zhang, Wenxiao Wang, Xu Shen, Jieping Ye

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

Comments accepted by ICML 2024, code and data are available at https://github.com/yellowtownhz/sycophancy-interpretability

2501.15571 2025-01-28 cs.CL 89%

Cross-Cultural Fashion Design via Interactive Large Language Models and Diffusion Models

Spencer Ramsey, Amina Grant, Jeffrey Lee

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

2402.09649 2025-01-24 cs.CE cs.AI q-bio.BM 89%

ProtChatGPT: Towards Understanding Proteins with Large Language Models

Chao Wang, Hehe Fan, Ruijie Quan, Yi Yang

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

2501.04323 2025-01-22 cs.LG cs.CR 89%

Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models

Haonan Shi, Tu Ouyang, An Wang

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

Comments Accepted to WWW 2025

2501.09521 2025-01-17 cs.HC cs.CL 89%

Augmenting a Large Language Model with a Combination of Text and Visual Data for Conversational Visualization of Global Geospatial Data

Omar Mena, Alexandre Kouyoumdjian, Lonni Besançon, Michael Gleicher, Ivan Viola, Anders Ynnerman

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

2309.10524 2025-01-08 eess.AS cs.CL cs.SD 89%

Harnessing the Zero-Shot Power of Instruction-Tuned Large Language Model in End-to-End Speech Recognition

Yosuke Higuchi, Tetsuji Ogawa, Tetsunori Kobayashi

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

Comments Accepted to ICASSP2025

2405.16833 2025-01-07 cs.LG 89%

Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models

Chia-Yi Hsu, Yu-Lin Tsai, Chih-Hsun Lin, Pin-Yu Chen, Chia-Mu Yu, Chun-Ying Huang

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

Comments This is the camera-ready version accepted for NeurIPS 2024

2412.17383 2024-12-24 cs.CL 89%

Interweaving Memories of a Siamese Large Language Model

Xin Song, Zhikai Xue, Guoxiu He, Jiawei Liu, Wei Lu

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

Comments Accepted by AAAI 2025 Main Conference

2412.11145 2024-12-24 cs.CL 89%

The Superalignment of Superhuman Intelligence with Large Language Models

Minlie Huang, Yingkang Wang, Shiyao Cui, Pei Ke, Jie Tang

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

Comments Under review of Science China

2405.09454 2024-12-19 cs.CL 89%

Tell Me Why: Explainable Public Health Fact-Checking with Large Language Models

Majid Zarharan, Pascal Wullschleger, Babak Behkam Kia, Mohammad Taher Pilehvar, Jennifer Foster

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

2412.12893 2024-12-18 cs.CL 89%

Question: How do Large Language Models perform on the Question Answering tasks? Answer:

Kevin Fischer, Darren Fürst, Sebastian Steindl, Jakob Lindner, Ulrich Schäfer

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

Comments Accepted at SAI Computing Conference 2025

2409.09628 2024-12-12 cs.CV cs.AI cs.MM 89%

Can Large Language Models Grasp Event Signals? Exploring Pure Zero-Shot Event-based Recognition

Zongyou Yu, Qiang Qu, Xiaoming Chen, Chen Wang

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

2405.10523 2024-12-10 cs.CL 89%

Adaptable and Reliable Text Classification using Large Language Models

Zhiqiang Wang, Yiran Pang, Yanbin Lin, Xingquan Zhu

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

Comments ICDM Workshop ARRL 2024

2406.12227 2024-12-02 cs.AI 89%

Refine Large Language Model Fine-tuning via Instruction Vector

Gangwei Jiang, Zhaoyi Li, Defu Lian, Ying Wei

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

2411.16991 2024-11-27 cs.CL 89%

Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models

Yao Fu, Yin Yu, Xiaotian Han, Runchao Li, Xianxuan Long, Haotian Yu, Pan Li

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

Comments Work in progress

2402.10779 2024-11-27 cs.CL 89%

A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models

Mingchen Li, Chen Ling, Rui Zhang, Liang Zhao

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

Comments Published as a conference paper at ICDM 2024

2411.16561 2024-11-26 cs.SE cs.CL 89%

EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code

Shahriyar Zaman Ridoy, Md. Shazzad Hossain Shaon, Alfredo Cuzzocrea, Mst Shapna Akter

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

Comments Accepted in 2024 IEEE International Conference on Big Data (IEEE BigData 2024)

2406.01775 2024-11-26 cs.CL 89%

OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models

Kerim Büyükakyüz

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

Comments 10 pages, 5 figures

2411.14121 2024-11-22 cs.CL 89%

Learning from "Silly" Questions Improves Large Language Models, But Only Slightly

Tingyuan Zhu, Shudong Liu, Yidong Wang, Derek F. Wong, Han Yu, Takahiro Shinozaki, Jindong Wang

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

Comments 27 pages, 14 figures

2405.05508 2024-11-21 cs.IR cs.AI 89%

Redefining Information Retrieval of Structured Database via Large Language Models

Mingzhu Wang, Yuzhe Zhang, Qihang Zhao, Junyi Yang, Hong Zhang

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

2409.20181 2024-11-21 cs.CL 89%

Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models

Luohe Shi, Yao Yao, Zuchao Li, Lefei Zhang, Hai Zhao

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

Comments Accepted by the Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

1. 指令微调 11547 篇

Dynamics of Instruction Fine-Tuning for Chinese Large Language Models

Logical Consistency of Large Language Models in Fact-checking

P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models

Balancing Speciality and Versatility: A Coarse to Fine Framework for Mitigating Catastrophic Forgetting in Large Language Models

NLoRA: Nyström-Initiated Low-Rank Adaptation for Large Language Models

Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models

Automating Research Synthesis with Domain-Specific Large Language Model Fine-Tuning

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces

GT2Vec: Large Language Models as Multi-Modal Encoders for Text and Graph-Structured Data

From Yes-Men to Truth-Tellers: Addressing Sycophancy in Large Language Models with Pinpoint Tuning

Cross-Cultural Fashion Design via Interactive Large Language Models and Diffusion Models

ProtChatGPT: Towards Understanding Proteins with Large Language Models

Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models

Augmenting a Large Language Model with a Combination of Text and Visual Data for Conversational Visualization of Global Geospatial Data

Harnessing the Zero-Shot Power of Instruction-Tuned Large Language Model in End-to-End Speech Recognition

Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models

Interweaving Memories of a Siamese Large Language Model

The Superalignment of Superhuman Intelligence with Large Language Models

Tell Me Why: Explainable Public Health Fact-Checking with Large Language Models

Question: How do Large Language Models perform on the Question Answering tasks? Answer:

Can Large Language Models Grasp Event Signals? Exploring Pure Zero-Shot Event-based Recognition

Adaptable and Reliable Text Classification using Large Language Models

Refine Large Language Model Fine-tuning via Instruction Vector

Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models

A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models

EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code

OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models

Learning from "Silly" Questions Improves Large Language Models, But Only Slightly

Redefining Information Retrieval of Structured Database via Large Language Models

Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models