语言大模型 / LLM - arXivDaily 专题

2503.07693 2025-03-12 cs.AI cs.LG cs.NE cs.SE 90%

Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models

Anastasiia Grishina, Vadim Liventsev, Aki Härmä, Leon Moonen

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

Comments Accepted for publication in ACM Trans. Evol. Learn. Optim., February 2025. arXiv admin note: text overlap with arXiv:2304.10423

2503.07682 2025-03-12 cs.LG cs.AI 90%

A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph

Shule Hao, Junpeng Bao, Chuncheng Lu

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

2503.01419 2025-03-04 cs.CL cs.AI 90%

Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace

Jia-Chen Zhang, Yu-Jie Xiong, Chun-Ming Xia, Dong-Hai Zhu, Xi-He Qiu

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

Comments COLING 2025 main conference

2410.20724 2025-03-04 cs.CL cs.IR cs.LG 90%

Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Mufei Li, Siqi Miao, Pan Li

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

Comments Accepted by ICLR 2025; Code available at https://github.com/Graph-COM/SubgraphRAG

2405.18540 2025-03-03 cs.CL cs.CR cs.LG 90%

Learning diverse attacks on large language models for robust red-teaming and safety tuning

Seanie Lee, Minsu Kim, Lynn Cherif, David Dobre, Juho Lee, Sung Ju Hwang, Kenji Kawaguchi, Gauthier Gidel, Yoshua Bengio, Nikolay Malkin, Moksh Jain

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

Comments ICLR 2025

2502.18980 2025-02-27 cs.CL cs.AI 90%

PEToolLLM: Towards Personalized Tool Learning in Large Language Models

Qiancheng Xu, Yongqi Li, Heming Xia, Fan Liu, Min Yang, Wenjie Li

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

2407.17866 2025-02-24 q-fin.ST cs.AI cs.CL q-fin.GN q-fin.PM 90%

Financial Statement Analysis with Large Language Models

Alex Kim, Maximilian Muhn, Valeri Nikolaev

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

Comments A co-author identified inconsistencies in the data and analyses while attempting to replicate past analyses from the working paper. Accordingly, we have temporarily withdrawn the working paper from circulation while we review the research findings.

2410.16458 2025-02-21 cs.IR cs.AI cs.LG 90%

STAR: A Simple Training-free Approach for Recommendations using Large Language Models

Dong-Ho Lee, Adam Kraft, Long Jin, Nikhil Mehta, Taibai Xu, Lichan Hong, Ed H. Chi, Xinyang Yi

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

2502.13562 2025-02-20 cs.LG cs.AI 90%

Are Large Language Models In-Context Graph Learners?

Jintang Li, Ruofan Wu, Yuchang Zhu, Huizhe Zhang, Liang Chen, Zibin Zheng

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

Comments Preprint, under review

2502.12411 2025-02-19 cs.CL cs.AI 90%

Gradient Co-occurrence Analysis for Detecting Unsafe Prompts in Large Language Models

Jingyuan Yang, Bowen Yan, Rongjun Li, Ziyu Zhou, Xin Chen, Zhiyong Feng, Wei Peng

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

2502.11513 2025-02-18 cs.LG cs.AI 90%

MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models

Zhen Zhang, Yifan Yang, Kai Zhen, Nathan Susanj, Athanasios Mouchtaris, Siegfried Kunzmann, Zheng Zhang

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

Comments 17 pages

2502.09690 2025-02-17 cs.CL cs.AI 90%

Trust at Your Own Peril: A Mixed Methods Exploration of the Ability of Large Language Models to Generate Expert-Like Systems Engineering Artifacts and a Characterization of Failure Modes

Taylan G. Topcu, Mohammed Husain, Max Ofsa, Paul Wach

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

Comments 41 pages, 10 figures

2308.13916 2025-02-14 cs.CL cs.AI 90%

Exploring Large Language Models for Knowledge Graph Completion

Liang Yao, Jiazhen Peng, Chengsheng Mao, Yuan Luo

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

Comments Accepted by the 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025)

2502.07286 2025-02-12 cs.CL cs.AI 90%

Small Language Model Makes an Effective Long Text Extractor

Yelin Chen, Fanjin Zhang, Jie Tang

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

Comments AAAI'25, 9 pages, 1 appendix pages

2502.07237 2025-02-12 cs.LG cs.CL q-bio.BM stat.ML 90%

DrugImproverGPT: A Large Language Model for Drug Optimization with Fine-Tuning via Structured Policy Optimization

Xuefeng Liu, Songhao Jiang, Siyu Chen, Zhuoran Yang, Yuxin Chen, Ian Foster, Rick Stevens

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

2406.18449 2025-02-11 cs.CL cs.AI 90%

Cascading Large Language Models for Salient Event Graph Generation

Xingwei Tan, Yuxiang Zhou, Gabriele Pergola, Yulan He

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

Comments NAACL 2025 Camera-ready (9 + 14 pages)

2401.04343 2025-02-03 cs.LG cs.CL cs.CR 90%

Private Fine-tuning of Large Language Models with Zeroth-order Optimization

Xinyu Tang, Ashwinee Panda, Milad Nasr, Saeed Mahloujifar, Prateek Mittal

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

2501.07359 2025-01-14 cs.CL cs.AI 90%

Emergent effects of scaling on the functional hierarchies within large language models

Paul C. Bogdan

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

2407.15857 2025-01-08 cs.LG cs.CL stat.ML 90%

BoRA: Bayesian Hierarchical Low-Rank Adaption for Multi-Task Large Language Models

Simen Eide, Arnoldo Frigessi

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

Comments 14 pages, 5 figures

2308.10462 2024-12-30 cs.SE cs.CL cs.LG 90%

Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

Martin Weyssow, Xin Zhou, Kisub Kim, David Lo, Houari Sahraoui

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

2412.15275 2024-12-23 cs.CR cs.AI cs.CL 90%

Fooling LLM graders into giving better grades through neural activity guided adversarial prompting

Atsushi Yamamura, Surya Ganguli

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

Comments 16 pages, 11 figures

2412.14922 2024-12-20 cs.CL cs.AI 90%

RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response

Junyu Luo, Xiao Luo, Kaize Ding, Jingyang Yuan, Zhiping Xiao, Ming Zhang

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

2410.00451 2024-12-20 cs.CR cs.AI cs.CL 90%

Unleashing the Unseen: Harnessing Benign Datasets for Jailbreaking Large Language Models

Wei Zhao, Zhe Li, Yige Li, Jun Sun

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

2409.09927 2024-12-10 cs.CL cs.AI 90%

Towards Data Contamination Detection for Modern Large Language Models: Limitations, Inconsistencies, and Oracle Challenges

Vinay Samuel, Yue Zhou, Henry Peng Zou

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

Comments Accepted to COLING 2025 12 pages, 1 figure

2409.13729 2024-12-03 cs.CL cs.AI 90%

MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model

Zhen Yang, Jinhao Chen, Zhengxiao Du, Wenmeng Yu, Weihan Wang, Wenyi Hong, Zhihuan Jiang, Bin Xu, Jie Tang

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

Comments 30 pages,19 figures

2406.10492 2024-12-03 cs.CL cs.LG 90%

Large Language Models as Interpolated and Extrapolated Event Predictors

Libo Zhang, Yue Ning

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

Comments 11 pages, 3 figures, 10 tables

2411.13584 2024-11-22 cs.CL cs.AI 90%

AddrLLM: Address Rewriting via Large Language Model on Nationwide Logistics Data

Qinchen Yang, Zhiqing Hong, Dongjiang Cao, Haotian Wang, Zejun Xie, Tian He, Yunhuai Liu, Yu Yang, Desheng Zhang

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

Comments Accepted by KDD'25 ADS Track

2411.10753 2024-11-19 cs.SE cs.AI cs.CL 90%

Chain-of-Programming (CoP) : Empowering Large Language Models for Geospatial Code Generation

Shuyang Hou, Haoyue Jiao, Zhangxiao Shen, Jianyuan Liang, Anqi Zhao, Xiaopu Zhang, Jianxun Wang, Huayi Wu

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

2402.18815 2024-11-12 cs.CL cs.AI 90%

How do Large Language Models Handle Multilingualism?

Yiran Zhao, Wenxuan Zhang, Guizhen Chen, Kenji Kawaguchi, Lidong Bing

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

2410.21337 2024-11-11 cs.CL cs.AI 90%

Fine-tuned Large Language Models (LLMs): Improved Prompt Injection Attacks Detection

Md Abdur Rahman, Fan Wu, Alfredo Cuzzocrea, Sheikh Iqbal Ahamed

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

Comments I am requesting the withdrawal of my paper due to critical issues identified in the methodology/results that may impact its accuracy and reliability. I also plan to make substantial revisions that go beyond minor corrections

1. 指令微调 11654 篇

Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models

A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph

Parameter-Efficient Fine-Tuning of Large Language Models via Deconvolution in Subspace

Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

Learning diverse attacks on large language models for robust red-teaming and safety tuning

PEToolLLM: Towards Personalized Tool Learning in Large Language Models

Financial Statement Analysis with Large Language Models

STAR: A Simple Training-free Approach for Recommendations using Large Language Models

Are Large Language Models In-Context Graph Learners?

Gradient Co-occurrence Analysis for Detecting Unsafe Prompts in Large Language Models

MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models

Trust at Your Own Peril: A Mixed Methods Exploration of the Ability of Large Language Models to Generate Expert-Like Systems Engineering Artifacts and a Characterization of Failure Modes

Exploring Large Language Models for Knowledge Graph Completion

Small Language Model Makes an Effective Long Text Extractor

DrugImproverGPT: A Large Language Model for Drug Optimization with Fine-Tuning via Structured Policy Optimization

Cascading Large Language Models for Salient Event Graph Generation

Private Fine-tuning of Large Language Models with Zeroth-order Optimization

Emergent effects of scaling on the functional hierarchies within large language models

BoRA: Bayesian Hierarchical Low-Rank Adaption for Multi-Task Large Language Models

Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

Fooling LLM graders into giving better grades through neural activity guided adversarial prompting

RobustFT: Robust Supervised Fine-tuning for Large Language Models under Noisy Response

Unleashing the Unseen: Harnessing Benign Datasets for Jailbreaking Large Language Models

Towards Data Contamination Detection for Modern Large Language Models: Limitations, Inconsistencies, and Oracle Challenges

MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model

Large Language Models as Interpolated and Extrapolated Event Predictors

AddrLLM: Address Rewriting via Large Language Model on Nationwide Logistics Data

Chain-of-Programming (CoP) : Empowering Large Language Models for Geospatial Code Generation

How do Large Language Models Handle Multilingualism?

Fine-tuned Large Language Models (LLMs): Improved Prompt Injection Attacks Detection