语言大模型 / LLM - arXivDaily 专题

2402.18104 2024-06-11 cs.CR cs.AI 88%

Making Them Ask and Answer: Jailbreaking Large Language Models in Few Queries via Disguise and Reconstruction

Tong Liu, Yingjie Zhang, Zhe Zhao, Yinpeng Dong, Guozhu Meng, Kai Chen

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

2406.02290 2024-06-07 cs.LG 88%

A Study of Optimizations for Fine-tuning Large Language Models

Arjun Singh, Nikhil Pandey, Anup Shirgaonkar, Pavan Manoj, Vijay Aski

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

Comments 10 pages, 4 figures. Revised text for clarity, updated references

2306.09782 2024-06-07 cs.CL 88%

Full Parameter Fine-tuning for Large Language Models with Limited Resources

Kai Lv, Yuqing Yang, Tengxiao Liu, Qinghui Gao, Qipeng Guo, Xipeng Qiu

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

Comments ACL 2024

2406.03397 2024-06-06 cs.CL 88%

Automating Turkish Educational Quiz Generation Using Large Language Models

Kamyar Zeinalipour, Yusuf Gökberk Keptiğ, Marco Maggini, Marco Gori

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

Comments Accepted Paper for ISPR 2024

2402.14355 2024-06-05 cs.CL 88%

Rule or Story, Which is a Better Commonsense Expression for Talking with Large Language Models?

Ning Bian, Xianpei Han, Hongyu Lin, Yaojie Lu, Ben He, Le Sun

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

Comments Accepted to ACL 2024

2405.19563 2024-05-31 cs.CL 88%

Unlearning Climate Misinformation in Large Language Models

Michael Fore, Simranjit Singh, Chaehong Lee, Amritanshu Pandey, Antonios Anastasopoulos, Dimitrios Stamoulis

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

2405.15684 2024-05-27 cs.CV cs.AI 88%

Prompt-Aware Adapter: Towards Learning Adaptive Visual Tokens for Multimodal Large Language Models

Yue Zhang, Hehe Fan, Yi Yang

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

2405.10243 2024-05-17 cs.SE cs.LG 88%

DocuMint: Docstring Generation for Python using Small Language Models

Bibek Poudel, Adam Cook, Sekou Traore, Shelah Ameli

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

Comments 12 pages, 4 figures

2405.07560 2024-05-14 cs.LG 88%

Coding historical causes of death data with Large Language Models

Bjørn Pedersen, Maisha Islam, Doris Tove Kristoffersen, Lars Ailo Bongo, Eilidh Garrett, Alice Reid, Hilde Sommerseth

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

Comments 18 pages, 1 figure in main text, 3 figures in appendix

2404.12171 2024-04-19 cs.CL cs.SI 88%

Stance Detection on Social Media with Fine-Tuned Large Language Models

İlker Gül, Rémi Lebret, Karl Aberer

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

2404.09593 2024-04-16 cs.CL 88%

Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction

Zepeng Ding, Wenhao Huang, Jiaqing Liang, Deqing Yang, Yanghua Xiao

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

Comments Accepted at LREC-COLING 2024 main conference

2403.16187 2024-04-16 cs.CL 88%

ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models

Zequan Liu, Jiawen Lyn, Wei Zhu, Xing Tian, Yvette Graham

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

Comments Accepted by NAACL-2024

2404.01242 2024-04-02 cs.CL 88%

Effectively Prompting Small-sized Language Models for Cross-lingual Tasks via Winning Tickets

Mingqi Li, Feng Luo

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

2311.07194 2024-04-02 cs.CL 88%

Exploring the Factual Consistency in Dialogue Comprehension of Large Language Models

Shuaijie She, Shujian Huang, Xingyun Wang, Yanke Zhou, Jiajun Chen

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

Comments Accepted at NAACL2024 Main

2403.16435 2024-03-26 cs.CL cs.IR 88%

InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models

Chao-Wei Huang, Yun-Nung Chen

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

Comments Preprint. This manuscript was originally written and submitted in June 2023

2403.14221 2024-03-25 cs.CL 88%

Improving the Robustness of Large Language Models via Consistency Alignment

Yukun Zhao, Lingyong Yan, Weiwei Sun, Guoliang Xing, Shuaiqiang Wang, Chong Meng, Zhicong Cheng, Zhaochun Ren, Dawei Yin

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

Comments Accepted by LREC-COLING 2024

2311.13246 2024-03-22 cs.CL 88%

CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning

Yilun Liu, Shimin Tao, Xiaofeng Zhao, Ming Zhu, Wenbing Ma, Junhao Zhu, Chang Su, Yutai Hou, Miao Zhang, Min Zhang, Hongxia Ma, Li Zhang, Hao Yang, Yanfei Jiang

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

Comments Accepted by ICDE 2024

2309.07875 2024-03-20 cs.CL 88%

Safety-Tuned LLaMAs: Lessons From Improving the Safety of Large Language Models that Follow Instructions

Federico Bianchi, Mirac Suzgun, Giuseppe Attanasio, Paul Röttger, Dan Jurafsky, Tatsunori Hashimoto, James Zou

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

2403.11621 2024-03-19 cs.CL 88%

Let's Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model

Haoyun Xu, Runzhe Zhan, Derek F. Wong, Lidia S. Chao

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

2403.09167 2024-03-15 cs.CL 88%

Dial-insight: Fine-tuning Large Language Models with High-Quality Domain-Specific Data Preventing Capability Collapse

Jianwei Sun, Chaoyang Mei, Linlin Wei, Kaiyu Zheng, Na Liu, Ming Cui, Tianyi Li

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

2403.09162 2024-03-15 cs.CL 88%

Unveiling the Generalization Power of Fine-Tuned Large Language Models

Haoran Yang, Yumeng Zhang, Jiaqi Xu, Hongyuan Lu, Pheng Ann Heng, Wai Lam

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

Comments NAACL 2024

2309.09902 2024-03-14 cs.CL 88%

Speaker attribution in German parliamentary debates with QLoRA-adapted large language models

Tobias Bornheim, Niklas Grieger, Patrick Gustav Blaneck, Stephan Bialonski

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

Comments 8 pages, 3 figures; peer-reviewed and published in the Journal for Language Technology and Computational Linguistics, available at https://jlcl.org/article/view/244

Journal ref Journal for Language Technology and Computational Linguistics, 37, 1-13 (2024)

2403.01929 2024-03-05 cs.CL 88%

Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?

Evgeniia Razumovskaia, Ivan Vulić, Anna Korhonen

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

2402.16192 2024-03-01 cs.CL 88%

Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing

Jiabao Ji, Bairu Hou, Alexander Robey, George J. Pappas, Hamed Hassani, Yang Zhang, Eric Wong, Shiyu Chang

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

Comments 37 pages

2309.07251 2024-02-21 cs.CL 88%

In-Contextual Gender Bias Suppression for Large Language Models

Daisuke Oba, Masahiro Kaneko, Danushka Bollegala

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

Comments EACL 2024 Findings - Long Paper

2402.11455 2024-02-20 cs.CL 88%

LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks

Hanqing Wang, Bowen Ping, Shuo Wang, Xu Han, Yun Chen, Zhiyuan Liu, Maosong Sun

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

Comments Work in Progress

2311.08011 2024-02-19 cs.CL 88%

Forgetting before Learning: Utilizing Parametric Arithmetic for Knowledge Updating in Large Language Models

Shiwen Ni, Dingwei Chen, Chengming Li, Xiping Hu, Ruifeng Xu, Min Yang

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

2308.13111 2024-02-07 cs.LG 88%

Bayesian Low-rank Adaptation for Large Language Models

Adam X. Yang, Maxime Robeyns, Xi Wang, Laurence Aitchison

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

2402.01117 2024-02-05 cs.CL cs.DB cs.HC 88%

DTS-SQL: Decomposed Text-to-SQL with Small Large Language Models

Mohammadreza Pourreza, Davood Rafiei

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

2401.06320 2024-02-02 cs.IR cs.CL 88%

Zero-shot Generative Large Language Models for Systematic Review Screening Automation

Shuai Wang, Harrisen Scells, Shengyao Zhuang, Martin Potthast, Bevan Koopman, Guido Zuccon

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

Comments Accepted to ECIR2024 full paper (findings)

1. 指令微调 11692 篇

Making Them Ask and Answer: Jailbreaking Large Language Models in Few Queries via Disguise and Reconstruction

A Study of Optimizations for Fine-tuning Large Language Models

Full Parameter Fine-tuning for Large Language Models with Limited Resources

Automating Turkish Educational Quiz Generation Using Large Language Models

Rule or Story, Which is a Better Commonsense Expression for Talking with Large Language Models?

Unlearning Climate Misinformation in Large Language Models

Prompt-Aware Adapter: Towards Learning Adaptive Visual Tokens for Multimodal Large Language Models

DocuMint: Docstring Generation for Python using Small Language Models

Coding historical causes of death data with Large Language Models

Stance Detection on Social Media with Fine-Tuned Large Language Models

Improving Recall of Large Language Models: A Model Collaboration Approach for Relational Triple Extraction

ALoRA: Allocating Low-Rank Adaptation for Fine-tuning Large Language Models

Effectively Prompting Small-sized Language Models for Cross-lingual Tasks via Winning Tickets

Exploring the Factual Consistency in Dialogue Comprehension of Large Language Models

InstUPR : Instruction-based Unsupervised Passage Reranking with Large Language Models

Improving the Robustness of Large Language Models via Consistency Alignment

CoachLM: Automatic Instruction Revisions Improve the Data Quality in LLM Instruction Tuning

Safety-Tuned LLaMAs: Lessons From Improving the Safety of Large Language Models that Follow Instructions

Let's Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model

Dial-insight: Fine-tuning Large Language Models with High-Quality Domain-Specific Data Preventing Capability Collapse

Unveiling the Generalization Power of Fine-Tuned Large Language Models

Speaker attribution in German parliamentary debates with QLoRA-adapted large language models

Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet?

Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing

In-Contextual Gender Bias Suppression for Large Language Models

LoRA-Flow: Dynamic LoRA Fusion for Large Language Models in Generative Tasks

Forgetting before Learning: Utilizing Parametric Arithmetic for Knowledge Updating in Large Language Models

Bayesian Low-rank Adaptation for Large Language Models

DTS-SQL: Decomposed Text-to-SQL with Small Large Language Models

Zero-shot Generative Large Language Models for Systematic Review Screening Automation