语言大模型 / LLM - arXivDaily 专题

2412.07407 2025-03-04 cs.LG 79%

Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings

Billy Joe Franks, Moshe Eliasof, Semih Cantürk, Guy Wolf, Carola-Bibiane Schönlieb, Sophie Fellenz, Marius Kloft

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

Comments Published at TMLR (https://openreview.net/forum?id=mSoDRZXsqj)

2412.13333 2025-02-26 cs.LG 79%

Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality

Qitong Wang, Tang Li, Kien X. Nguyen, Xi Peng

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

Comments In Proceedings of the Association for the Advancement of Artificial Intelligence (AAAI), 2025

2407.20635 2025-02-26 cs.RO cs.AI 79%

Autonomous Improvement of Instruction Following Skills via Foundation Models

Zhiyuan Zhou, Pranav Atreya, Abraham Lee, Homer Walke, Oier Mees, Sergey Levine

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

Comments 2024 Conference on Robot Learning (CoRL)

Journal ref Conference on Robot Learning 2024

2406.17477 2025-02-18 cs.DC cs.LG 79%

Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity

Yuji Byun, Jaeho Lee

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

Comments NAACL 2025

2404.14755 2025-02-14 cs.MM cs.AI cs.CV cs.HC 79%

SkinGEN: an Explainable Dermatology Diagnosis-to-Generation Framework with Interactive Vision-Language Models

Bo Lin, Yingjing Xu, Xuanwen Bao, Zhou Zhao, Zhouyang Wang, Jianwei Yin

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

2502.07487 2025-02-12 cs.CL 79%

Multi-Agent Collaboration for Multilingual Code Instruction Tuning

Jian Yang, Wei Zhang, Jiaxi Yang, Yibo Miao, Shanghaoran Quan, Zhenhe Wu, Qiyao Peng, Liqun Yang, Tianyu Liu, Zeyu Cui, Binyuan Hui, Junyang Lin

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

2407.12703 2025-02-03 cs.CL 79%

Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive Learning

Youmin Ko, Hyemin Yang, Taeuk Kim, Hyunjoon Kim

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

Comments Accepted to The Web Conference 2025

2501.07888 2025-01-27 cs.CV cs.AI 79%

Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding

Liping Yuan, Jiawei Wang, Haomiao Sun, Yuchen Zhang, Yuan Lin

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

2501.12751 2025-01-23 cs.IR cs.CV cs.LG 79%

Patent Figure Classification using Large Vision-language Models

Sushil Awale, Eric Müller-Budack, Ralph Ewerth

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

2501.11035 2025-01-22 cs.CL 79%

From Arabic Text to Puzzles: LLM-Driven Development of Arabic Educational Crosswords

Kamyar Zeinalipour, Mohamed Zaky Saad, Marco Maggini, Marco Gori

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

Comments This paper has been accepted for presentation at LoResLM @ COLING 2025

2412.17304 2025-01-22 cs.AI 79%

On the Feasibility of Vision-Language Models for Time-Series Classification

Vinay Prithyani, Mohsin Mohammed, Richa Gadgil, Ricardo Buitrago, Vinija Jain, Aman Chadha

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

2501.07034 2025-01-14 cs.LG 79%

Explore the Use of Time Series Foundation Model for Car-Following Behavior Analysis

Luwei Zeng, Runze Yan

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

2407.02716 2025-01-09 cs.CV cs.LG 79%

Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models

Xu Han, Linghao Jin, Xuezhe Ma, Xiaofeng Liu

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

2306.00398 2025-01-09 cs.CL 79%

Preference-grounded Token-level Guidance for Language Model Fine-tuning

Shentao Yang, Shujian Zhang, Congying Xia, Yihao Feng, Caiming Xiong, Mingyuan Zhou

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

Comments v2: 37th Conference on Neural Information Processing Systems (NeurIPS 2023); v3: update on scaling up to PPO + LLMs

2412.20895 2024-12-31 cs.CV cs.LG 79%

Towards Compatible Fine-tuning for Vision-Language Model Updates

Zhengbo Wang, Jian Liang, Lijun Sheng, Ran He, Zilei Wang, Tieniu Tan

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

Comments preprint

2308.07136 2024-12-30 q-bio.BM cs.LG 79%

Pairing interacting protein sequences using masked language modeling

Umberto Lupo, Damiano Sgarbossa, Anne-Florence Bitbol

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

Comments 33 pages, 14 figures, 2 tables

Journal ref Proc. Natl. Acad. Sci. U.S.A. 121(27): e2311887121 (2024)

2210.01708 2024-12-25 cs.LG cs.CV 79%

Exploring Parameter-Efficient Fine-Tuning to Enable Foundation Models in Federated Learning

Guangyu Sun, Umar Khalid, Matias Mendieta, Pu Wang, Chen Chen

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

Comments Published in 2024 IEEE International Conference on Big Data

2412.16849 2024-12-24 cs.AI 79%

OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning

Yuxiang Zhang, Yuqi Yang, Jiangming Shu, Yuhang Wang, Jinlin Xiao, Jitao Sang

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

2411.19335 2024-12-20 cs.CR cs.AI 79%

PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning

Shenghui Li, Edith C. -H. Ngai, Fanghua Ye, Thiemo Voigt

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

2303.16909 2024-12-18 cs.DB cs.AI 79%

RetClean: Retrieval-Based Data Cleaning Using Foundation Models and Data Lakes

Zan Ahmad Naeem, Mohammad Shahmeer Ahmad, Mohamed Eltabakh, Mourad Ouzzani, Nan Tang

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

2406.09334 2024-12-17 cs.CL 79%

ProxyLM: Predicting Language Model Performance on Multilingual Tasks via Proxy Models

David Anugraha, Genta Indra Winata, Chenyue Li, Patrick Amadeus Irawan, En-Shiun Annie Lee

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

Comments Preprint

2412.10411 2024-12-17 q-bio.QM cs.AI 79%

Pre-trained protein language model for codon optimization

Shashank Pathak, Guohui Lin

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

2412.07746 2024-12-11 cs.CV cs.LG cs.RO 79%

LoRA3D: Low-Rank Self-Calibration of 3D Geometric Foundation Models

Ziqi Lu, Heng Yang, Danfei Xu, Boyi Li, Boris Ivanovic, Marco Pavone, Yue Wang

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

2412.04871 2024-12-09 cs.CL 79%

Building a Family of Data Augmentation Models for Low-cost LLM Fine-tuning on the Cloud

Yuanhao Yue, Chengyu Wang, Jun Huang, Peng Wang

专题命中指令微调：LLM(title,abstract)；分类 cs.CL

Comments coling 2025 industry track

2412.02323 2024-12-05 cs.CL cs.CR 79%

Pay Attention to the Robustness of Chinese Minority Language Models! Syllable-level Textual Adversarial Attack on Tibetan Script

Xi Cao, Dolma Dawa, Nuo Qun, Trashi Nyima

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

Comments Revised Version; Accepted at ACL 2023 Workshop on TrustNLP

Journal ref Proceedings of the 3rd Workshop on Trustworthy Natural Language Processing (TrustNLP 2023)

2403.08271 2024-12-02 cs.CV cs.AI 79%

Efficient Prompt Tuning of Large Vision-Language Model for Fine-Grained Ship Classification

Long Lan, Fengxiang Wang, Xiangtao Zheng, Zengmao Wang, Xinwang Liu

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

Comments It has been accepted by TGRS

2408.14776 2024-11-28 cs.CV cs.AI 79%

MROVSeg: Breaking the Resolution Curse of Vision-Language Models in Open-Vocabulary Image Segmentation

Yuanbing Zhu, Bingke Zhu, Yingying Chen, Yunfang Niu, Ming Tang, Jinqiao Wang

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

Comments Technical report

2411.14975 2024-11-25 eess.IV cs.AI cs.CV q-bio.QM 79%

Exploring Foundation Models Fine-Tuning for Cytology Classification

Manon Dausort, Tiffanie Godelaine, Maxime Zanella, Karim El Khoury, Isabelle Salmon, Benoît Macq

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

Comments 5 pages, 2 figures

2406.04165 2024-11-22 cs.LG 79%

Repurposing Language Models into Embedding Models: Finding the Compute-Optimal Recipe

Alicja Ziarko, Albert Q. Jiang, Bartosz Piotrowski, Wenda Li, Mateja Jamnik, Piotr Miłoś

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

Comments NeurIPS 2024

2411.12824 2024-11-21 cs.LG 79%

Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time Series

Mingzhu Liu, Angela H. Chen, George H. Chen

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

Comments Machine Learning for Health (ML4H 2024)

1. 指令微调 11667 篇

Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings

Beyond Accuracy: On the Effects of Fine-tuning Towards Vision-Language Model's Prediction Rationality

Autonomous Improvement of Instruction Following Skills via Foundation Models

Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity

SkinGEN: an Explainable Dermatology Diagnosis-to-Generation Framework with Interactive Vision-Language Models

Multi-Agent Collaboration for Multilingual Code Instruction Tuning

Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive Learning

Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding

Patent Figure Classification using Large Vision-language Models

From Arabic Text to Puzzles: LLM-Driven Development of Arabic Educational Crosswords

On the Feasibility of Vision-Language Models for Time-Series Classification

Explore the Use of Time Series Foundation Model for Car-Following Behavior Analysis

Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models

Preference-grounded Token-level Guidance for Language Model Fine-tuning

Towards Compatible Fine-tuning for Vision-Language Model Updates

Pairing interacting protein sequences using masked language modeling

Exploring Parameter-Efficient Fine-Tuning to Enable Foundation Models in Federated Learning

OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning

PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning

RetClean: Retrieval-Based Data Cleaning Using Foundation Models and Data Lakes

ProxyLM: Predicting Language Model Performance on Multilingual Tasks via Proxy Models

Pre-trained protein language model for codon optimization

LoRA3D: Low-Rank Self-Calibration of 3D Geometric Foundation Models

Building a Family of Data Augmentation Models for Low-cost LLM Fine-tuning on the Cloud

Pay Attention to the Robustness of Chinese Minority Language Models! Syllable-level Textual Adversarial Attack on Tibetan Script

Efficient Prompt Tuning of Large Vision-Language Model for Fine-Grained Ship Classification

MROVSeg: Breaking the Resolution Curse of Vision-Language Models in Open-Vocabulary Image Segmentation

Exploring Foundation Models Fine-Tuning for Cytology Classification

Repurposing Language Models into Embedding Models: Finding the Compute-Optimal Recipe

Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time Series