语言大模型 / LLM - arXivDaily 专题

2412.16653 2024-12-24 cs.AI 88%

Internalized Self-Correction for Large Language Models

Nishanth Upadhyaya, Raghavendra Sridharamurthy

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

2412.12497 2024-12-18 cs.CL 88%

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning

Xin Yi, Shunfan Zheng, Linlin Wang, Gerard de Melo, Xiaoling Wang, Liang He

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

2409.13641 2024-12-16 cs.CL cs.CV 88%

Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning

Daniele Rege Cambrin, Giuseppe Gallipoli, Irene Benedetto, Luca Cagliero, Paolo Garza

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

Comments Accepted in EMNLP 2024 Findings

2405.19670 2024-12-12 cs.CL 88%

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Yutao Zhu, Zhaoheng Huang, Zhicheng Dou, Ji-Rong Wen

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

Comments Accepted by AAAI 2025, repo: https://github.com/DaoD/SPRING/

2412.06575 2024-12-11 cs.CL 88%

Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy

Min Zeng, Caiquan Liu, Shiqi Zhang, Li Xie, Chen Sang, Xiaoxin Chen

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

Comments Accepted by COLING 2025(main, long paper)

2411.15675 2024-11-26 cs.LG 88%

Can a Large Language Model Learn Matrix Functions In Context?

Paimon Goulart, Evangelos E. Papalexakis

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

2411.05641 2024-11-11 cs.CL 88%

Evaluating Large Language Model Capability in Vietnamese Fact-Checking Data Generation

Long Truong To, Hung Tuan Le, Dat Van-Thanh Nguyen, Manh Trong Nguyen, Tri Thien Nguyen, Tin Van Huynh, Kiet Van Nguyen

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

2411.02657 2024-11-06 cs.CL 88%

Zebra-Llama: A Context-Aware Large Language Model for Democratizing Rare Disease Knowledge

Karthik Soman, Andrew Langdon, Catalina Villouta, Chinmay Agrawal, Lashaw Salta, Braian Peetoom, Gianmarco Bellucci, Orion J Buske

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

Comments 26 pages, 4 figures, 1 supplementary figure

2410.20976 2024-10-29 cond-mat.mtrl-sci cs.LG 88%

Large Language Model-Guided Prediction Toward Quantum Materials Synthesis

Ryotaro Okabe, Zack West, Abhijatmedhi Chotrattanapituk, Mouyang Cheng, Denisse Córdova Carrizales, Weiwei Xie, Robert J. Cava, Mingda Li

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

Comments 66 pages total, 6 main figures + 3 supplementary figures

2410.16917 2024-10-29 q-bio.GN cs.LG 88%

DNAHLM -- DNA sequence and Human Language mixed large language Model

Wang Liang

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

Comments 18 pages, 7 figures

2403.02221 2024-10-27 cs.LG 88%

TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models

Yilong Ren, Yue Chen, Shuai Liu, Boyue Wang, Haiyang Yu, Zhiyong Cui

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

Comments This work has been submitted to the IEEE for possible publication

2410.15524 2024-10-22 cs.LG cs.DC 88%

MIRA: A Method of Federated MultI-Task Learning for LaRge LAnguage Models

Ahmed Elbakary, Chaouki Ben Issaid, Tamer ElBatt, Karim Seddik, Mehdi Bennis

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

2410.10760 2024-10-15 cs.CR cs.CL 88%

Denial-of-Service Poisoning Attacks against Large Language Models

Kuofeng Gao, Tianyu Pang, Chao Du, Yong Yang, Shu-Tao Xia, Min Lin

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

2410.07896 2024-10-11 cs.AI 88%

Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines

Junyu Lai, Jiahe Xu, Yao Yang, Yunpeng Huang, Chun Cao, Jingwei Xu

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

Comments 30 pages

2410.07118 2024-10-10 cs.CL 88%

Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial Literacy

Tagore Rao Kosireddy, Jeffrey D. Wall, Evan Lucas

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

2310.17162 2024-10-08 cs.AI cs.SD eess.AS 88%

Content-based Controls For Music Large Language Modeling

Liwei Lin, Gus Xia, Junyan Jiang, Yixiao Zhang

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

2410.00699 2024-10-02 cs.LG stat.ML 88%

Investigating the Impact of Model Complexity in Large Language Models

Jing Luo, Huiyuan Wang, Weiran Huang

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

2309.09298 2024-09-30 cs.CL 88%

OWL: A Large Language Model for IT Operations

Hongcheng Guo, Jian Yang, Jiaheng Liu, Liqun Yang, Linzheng Chai, Jiaqi Bai, Junran Peng, Xiaorong Hu, Chao Chen, Dongfeng Zhang, Xu Shi, Tieqiao Zheng, Liangfan Zheng, Bo Zhang, Ke Xu, Zhoujun Li

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

Comments ICLR 2024

2403.18697 2024-09-18 cs.CL 88%

The Invalsi Benchmarks: measuring Linguistic and Mathematical understanding of Large Language Models in Italian

Giovanni Puccetti, Maria Cassese, Andrea Esuli

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

2409.08543 2024-09-16 cs.IR cs.AI 88%

ATFLRec: A Multimodal Recommender System with Audio-Text Fusion and Low-Rank Adaptation via Instruction-Tuned Large Language Model

Zezheng Qin

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

2405.02466 2024-09-12 cs.CR cs.LG 88%

ProFLingo: A Fingerprinting-based Intellectual Property Protection Scheme for Large Language Models

Heng Jin, Chaoyu Zhang, Shanghao Shi, Wenjing Lou, Y. Thomas Hou

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

Comments This is the author's pre-print version of the work. It is posted here for your personal use. Not for redistribution

2409.05976 2024-09-11 cs.LG cs.DC 88%

FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations

Ziyao Wang, Zheyu Shen, Yexiao He, Guoheng Sun, Hongyi Wang, Lingjuan Lyu, Ang Li

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

2409.01659 2024-09-04 cs.CL 88%

Interpreting and Improving Large Language Models in Arithmetic Calculation

Wei Zhang, Chaoqun Wan, Yonggang Zhang, Yiu-ming Cheung, Xinmei Tian, Xu Shen, Jieping Ye

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

Comments Accepted by ICML 2024 (oral)

2408.15801 2024-08-29 cs.CL 88%

Scaling Up Summarization: Leveraging Large Language Models for Long Text Extractive Summarization

Léo Hemamou, Mehdi Debiane

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

2408.12247 2024-08-26 cs.AI 88%

Enhanced Fine-Tuning of Lightweight Domain-Specific Q&A Model Based on Large Language Models

Shenglin Zhang, Pengtian Zhu, Minghua Ma, Jiagang Wang, Yongqian Sun, Dongwen Li, Jingyu Wang, Qianying Guo, Xiaolei Hua, Lin Zhu, Dan Pei

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

2408.12416 2024-08-23 cs.SE cs.LG 88%

Unlearning Trojans in Large Language Models: A Comparison Between Natural Language and Source Code

Mahdi Kazemi, Aftab Hussain, Md Rafiqul Islam Rabin, Mohammad Amin Alipour, Sen Lin

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

2407.07930 2024-08-20 q-bio.BM cs.LG 88%

Token-Mol 1.0: Tokenized drug design with large language model

Jike Wang, Rui Qin, Mingyang Wang, Meijing Fang, Yangyang Zhang, Yuchen Zhu, Qun Su, Qiaolin Gou, Chao Shen, Odin Zhang, Zhenxing Wu, Dejun Jiang, Xujun Zhang, Huifeng Zhao, Xiaozhe Wan, Zhourui Wu, Liwei Liu, Yu Kang, Chang-Yu Hsieh, Tingjun Hou

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

2408.06854 2024-08-14 cs.CL 88%

LoRA$^2$ : Multi-Scale Low-Rank Approximations for Fine-Tuning Large Language Models

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

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

2405.00361 2024-08-13 cs.CL 88%

AdaMoLE: Fine-Tuning Large Language Models with Adaptive Mixture of Low-Rank Adaptation Experts

Zefang Liu, Jiahua Luo

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

2407.18103 2024-08-06 q-fin.CP cs.LG q-fin.PM 88%

Fine-Tuning Large Language Models for Stock Return Prediction Using Newsflow

Tian Guo, Emmanuel Hauptmann

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

1. 指令微调 11567 篇

Internalized Self-Correction for Large Language Models

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning

Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy

Can a Large Language Model Learn Matrix Functions In Context?

Evaluating Large Language Model Capability in Vietnamese Fact-Checking Data Generation

Zebra-Llama: A Context-Aware Large Language Model for Democratizing Rare Disease Knowledge

Large Language Model-Guided Prediction Toward Quantum Materials Synthesis

DNAHLM -- DNA sequence and Human Language mixed large language Model

TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models

MIRA: A Method of Federated MultI-Task Learning for LaRge LAnguage Models

Denial-of-Service Poisoning Attacks against Large Language Models

Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines

Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial Literacy

Content-based Controls For Music Large Language Modeling

Investigating the Impact of Model Complexity in Large Language Models

OWL: A Large Language Model for IT Operations

The Invalsi Benchmarks: measuring Linguistic and Mathematical understanding of Large Language Models in Italian

ATFLRec: A Multimodal Recommender System with Audio-Text Fusion and Low-Rank Adaptation via Instruction-Tuned Large Language Model

ProFLingo: A Fingerprinting-based Intellectual Property Protection Scheme for Large Language Models

FLoRA: Federated Fine-Tuning Large Language Models with Heterogeneous Low-Rank Adaptations

Interpreting and Improving Large Language Models in Arithmetic Calculation

Scaling Up Summarization: Leveraging Large Language Models for Long Text Extractive Summarization

Enhanced Fine-Tuning of Lightweight Domain-Specific Q&A Model Based on Large Language Models

Unlearning Trojans in Large Language Models: A Comparison Between Natural Language and Source Code

Token-Mol 1.0: Tokenized drug design with large language model

LoRA$^2$ : Multi-Scale Low-Rank Approximations for Fine-Tuning Large Language Models

AdaMoLE: Fine-Tuning Large Language Models with Adaptive Mixture of Low-Rank Adaptation Experts

Fine-Tuning Large Language Models for Stock Return Prediction Using Newsflow