语言大模型 / LLM - arXivDaily 专题

2403.02370 2024-03-06 cs.CL cs.AI 88%

adaptMLLM: Fine-Tuning Multilingual Language Models on Low-Resource Languages with Integrated LLM Playgrounds

Séamus Lankford, Haithem Afli, Andy Way

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

Journal ref Information 2023, 14(12), 638

2402.19371 2024-03-01 cs.CL cs.AI cs.IR 88%

OpenMedLM: Prompt engineering can out-perform fine-tuning in medical question-answering with open-source large language models

Jenish Maharjan, Anurag Garikipati, Navan Preet Singh, Leo Cyrus, Mayank Sharma, Madalina Ciobanu, Gina Barnes, Rahul Thapa, Qingqing Mao, Ritankar Das

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

2402.18157 2024-02-29 cs.AI cs.CL cs.CV 88%

From Summary to Action: Enhancing Large Language Models for Complex Tasks with Open World APIs

Yulong Liu, Yunlong Yuan, Chunwei Wang, Jianhua Han, Yongqiang Ma, Li Zhang, Nanning Zheng, Hang Xu

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

2401.13136 2024-01-25 cs.CL cs.AI 88%

The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts

Lingfeng Shen, Weiting Tan, Sihao Chen, Yunmo Chen, Jingyu Zhang, Haoran Xu, Boyuan Zheng, Philipp Koehn, Daniel Khashabi

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

2401.12326 2024-01-24 cs.CL cs.AI 88%

Fine-tuning Large Language Models for Multigenerator, Multidomain, and Multilingual Machine-Generated Text Detection

Feng Xiong, Thanet Markchom, Ziwei Zheng, Subin Jung, Varun Ojha, Huizhi Liang

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

2401.05605 2024-01-12 cs.CL cs.LG 88%

Scaling Laws for Forgetting When Fine-Tuning Large Language Models

Damjan Kalajdzievski

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

2311.15786 2023-12-19 cs.CL cs.AI cs.HC 88%

YUAN 2.0: A Large Language Model with Localized Filtering-based Attention

Shaohua Wu, Xudong Zhao, Shenling Wang, Jiangang Luo, Lingjun Li, Xi Chen, Bing Zhao, Wei Wang, Tong Yu, Rongguo Zhang, Jiahua Zhang, Chao Wang

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

2310.04438 2023-11-29 cs.CL cs.AI 88%

A Brief History of Prompt: Leveraging Language Models. (Through Advanced Prompting)

Golam Md Muktadir

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

2310.06422 2023-11-28 cs.CL cs.AI 88%

Large Language Models for Propaganda Detection

Kilian Sprenkamp, Daniel Gordon Jones, Liudmila Zavolokina

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

2308.14306 2023-11-28 cs.CL cs.AI 88%

Evaluating the Robustness to Instructions of Large Language Models

Yuansheng Ni, Sichao Jiang, Xinyu wu, Hui Shen, Yuli Zhou

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

Comments There were major problems with the experimental data

2306.03081 2023-11-28 cs.AI cs.CL cs.PL stat.CO 88%

Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs

Alexander K. Lew, Tan Zhi-Xuan, Gabriel Grand, Vikash K. Mansinghka

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

Comments Minor typo fixes

2311.12833 2023-11-23 cs.DC cs.AI cs.CL 88%

HPC-GPT: Integrating Large Language Model for High-Performance Computing

Xianzhong Ding, Le Chen, Murali Emani, Chunhua Liao, Pei-Hung Lin, Tristan Vanderbruggen, Zhen Xie, Alberto E. Cerpa, Wan Du

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

Comments 9 pages

2311.09216 2023-11-16 cs.CL cs.AI 88%

Assessing Translation capabilities of Large Language Models involving English and Indian Languages

Vandan Mujadia, Ashok Urlana, Yash Bhaskar, Penumalla Aditya Pavani, Kukkapalli Shravya, Parameswari Krishnamurthy, Dipti Misra Sharma

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

2310.18025 2023-10-30 cs.CL cs.AI 88%

Large language models for aspect-based sentiment analysis

Paul F. Simmering, Paavo Huoviala

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

2310.14732 2023-10-24 cs.CL cs.AI 88%

Generating Prototypes for Contradiction Detection Using Large Language Models and Linguistic Rules

Maren Pielka, Svetlana Schmidt, Rafet Sifa

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

2305.16291 2023-10-20 cs.AI cs.LG 88%

Voyager: An Open-Ended Embodied Agent with Large Language Models

Guanzhi Wang, Yuqi Xie, Yunfan Jiang, Ajay Mandlekar, Chaowei Xiao, Yuke Zhu, Linxi Fan, Anima Anandkumar

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

Comments Project website and open-source codebase: https://voyager.minedojo.org/

2310.05178 2023-10-10 cs.SE cs.AI cs.CL 88%

Optimizing Large Language Models to Expedite the Development of Smart Contracts

Nii Osae Osae Dade, Margaret Lartey-Quaye, Emmanuel Teye-Kofi Odonkor, Paul Ammah

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

2307.06713 2023-10-09 cs.CL cs.LG 88%

Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language Models

Lautaro Estienne, Luciana Ferrer, Matías Vera, Pablo Piantanida

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

Journal ref In Proceedings of the RANLP 2023 Student Research Workshop

2310.01467 2023-10-04 cs.CL cs.AI 88%

FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models

Jingwei Sun, Ziyue Xu, Hongxu Yin, Dong Yang, Daguang Xu, Yiran Chen, Holger R. Roth

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

2309.06236 2023-09-13 cs.LG cs.CL 88%

The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models

Dimitris Spathis, Fahim Kawsar

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

Comments Accepted at the Generative AI for Pervasive Computing Symposium (GenAI4PC) at UbiComp 2023

2309.02591 2023-09-07 cs.LG cs.CL cs.CV 88%

Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning

Lili Yu, Bowen Shi, Ramakanth Pasunuru, Benjamin Muller, Olga Golovneva, Tianlu Wang, Arun Babu, Binh Tang, Brian Karrer, Shelly Sheynin, Candace Ross, Adam Polyak, Russell Howes, Vasu Sharma, Puxin Xu, Hovhannes Tamoyan, Oron Ashual, Uriel Singer, Shang-Wen Li, Susan Zhang, Richard James, Gargi Ghosh, Yaniv Taigman, Maryam Fazel-Zarandi, Asli Celikyilmaz, Luke Zettlemoyer, Armen Aghajanyan

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

2308.10092 2023-08-22 cs.CL cs.AI 88%

Open, Closed, or Small Language Models for Text Classification?

Hao Yu, Zachary Yang, Kellin Pelrine, Jean Francois Godbout, Reihaneh Rabbany

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

Comments 14 pages, 15 Tables, 1 Figure

2305.18243 2023-07-04 cs.CL cs.AI 88%

Practical PCG Through Large Language Models

Muhammad U Nasir, Julian Togelius

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

Comments Published at 2023 IEEE Conference on Games

2306.00301 2023-06-07 cs.LG cs.CL 88%

CapText: Large Language Model-based Caption Generation From Image Context and Description

Shinjini Ghosh, Sagnik Anupam

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

Comments Update 6/6/23: Fixed typographic error in abstract

2305.15541 2023-05-26 cs.CL cs.AI 88%

Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation

Yuan Yang, Siheng Xiong, Ali Payani, Ehsan Shareghi, Faramarz Fekri

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

2302.08575 2023-02-20 cs.CL cs.CV cs.LG cs.MM 88%

Foundation Models for Natural Language Processing -- Pre-trained Language Models Integrating Media

Gerhard Paaß, Sven Giesselbach

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

Comments This book has been accepted by Springer Nature and will be published as an open access monograph. https://link.springer.com/book/9783031231896. It is licensed under the CC BY-NC-SA license (https://creativecommons.org/licenses/by-nc-sa/4.0/), except for the material included from other authors, which may have different licenses

2208.04417 2022-08-11 cs.CL cs.AI 88%

Debiased Large Language Models Still Associate Muslims with Uniquely Violent Acts

Babak Hemmatian, Lav R. Varshney

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

Comments 6 pages, 1 figure, 3 tables

1911.09661 2019-11-22 cs.CL cs.LG 88%

Paraphrasing with Large Language Models

Sam Witteveen, Martin Andrews

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

Comments Accepted paper for WNGT workshop at EMNLP-IJCNLP 2019. (7 pages including references and supplemental material)

2509.26626 2026-02-25 cs.LG 88%

Recursive Self-Aggregation Unlocks Deep Thinking in Large Language Models

递归自聚合解锁大语言模型的深度思考

Siddarth Venkatraman, Vineet Jain, Sarthak Mittal, Vedant Shah, Johan Obando-Ceron, Yoshua Bengio, Brian R. Bartoldson, Bhavya Kailkhura, Guillaume Lajoie, Glen Berseth, Nikolay Malkin, Moksh Jain

机构 * Mila – Québec AI Institute（魁北克AI研究所）； Université de Montréal（蒙特利尔大学）； McGill University（麦吉尔大学）； LawZero（法零）； LLNL（劳伦斯利弗莫尔国家实验室）； University of Edinburgh（爱丁堡大学）； CIFAR AI Chair（CIFAR人工智能 chair）； CIFAR Fellow

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

AI总结递归自聚合通过结合并行与顺序缩放方法，提升大语言模型的推理能力，实验证明其在多个任务中优于传统方法。

Comments 23 pages, 10 figures. Project page: https://rsa-llm.github.io/

2510.01616 2025-10-03 cs.CL 88%

Efficient Training of Robust Traditional Chinese LLaMA-1B on a Single Consumer GPU: Continual Pre-training, SFT, and DPO

Yu-Cheng Chih, Ming-Tao Duan, Yong-Hao Hou

专题命中指令微调：SFT(title,abstract)；language model(abstract,comments)；small language model(abstract,comments)；preference optimization(abstract)

Comments 17 pages, 1 figures, 2 tables. Technical report. Introduces PureTC-1B, an adapter-based pipeline for stabilizing Small Language Models in Traditional Chinese using CPT, SFT, and DPO

1. 指令微调 11667 篇

adaptMLLM: Fine-Tuning Multilingual Language Models on Low-Resource Languages with Integrated LLM Playgrounds

OpenMedLM: Prompt engineering can out-perform fine-tuning in medical question-answering with open-source large language models

From Summary to Action: Enhancing Large Language Models for Complex Tasks with Open World APIs

The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts

Fine-tuning Large Language Models for Multigenerator, Multidomain, and Multilingual Machine-Generated Text Detection

Scaling Laws for Forgetting When Fine-Tuning Large Language Models

YUAN 2.0: A Large Language Model with Localized Filtering-based Attention

A Brief History of Prompt: Leveraging Language Models. (Through Advanced Prompting)

Large Language Models for Propaganda Detection

Evaluating the Robustness to Instructions of Large Language Models

Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs

HPC-GPT: Integrating Large Language Model for High-Performance Computing

Assessing Translation capabilities of Large Language Models involving English and Indian Languages

Large language models for aspect-based sentiment analysis

Generating Prototypes for Contradiction Detection Using Large Language Models and Linguistic Rules

Voyager: An Open-Ended Embodied Agent with Large Language Models

Optimizing Large Language Models to Expedite the Development of Smart Contracts

Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language Models

FedBPT: Efficient Federated Black-box Prompt Tuning for Large Language Models

The first step is the hardest: Pitfalls of Representing and Tokenizing Temporal Data for Large Language Models

Scaling Autoregressive Multi-Modal Models: Pretraining and Instruction Tuning

Open, Closed, or Small Language Models for Text Classification?

Practical PCG Through Large Language Models

CapText: Large Language Model-based Caption Generation From Image Context and Description

Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation

Foundation Models for Natural Language Processing -- Pre-trained Language Models Integrating Media

Debiased Large Language Models Still Associate Muslims with Uniquely Violent Acts

Paraphrasing with Large Language Models

Recursive Self-Aggregation Unlocks Deep Thinking in Large Language Models

Efficient Training of Robust Traditional Chinese LLaMA-1B on a Single Consumer GPU: Continual Pre-training, SFT, and DPO