语言大模型 / LLM

Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning

Hao Ma, Tianyi Hu, Zhiqiang Pu, Boyin Liu, Xiaolin Ai, Yanyan Liang, Min Chen

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

Comments Accepted by NeurIPS '24

MHQA: A Diverse, Knowledge Intensive Mental Health Question Answering Challenge for Language Models

Suraj Racha, Prashant Joshi, Anshika Raman, Nikita Jangid, Mridul Sharma, Ganesh Ramakrishnan, Nirmal Punjabi

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

Encryption-Friendly LLM Architecture

Donghwan Rho, Taeseong Kim, Minje Park, Jung Woo Kim, Hyunsik Chae, Ernest K. Ryu, Jung Hee Cheon

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

Comments 27 pages

Research on Tibetan Tourism Viewpoints information generation system based on LLM

Jinhu Qi, Shuai Yan, Wentao Zhang, Yibo Zhang, Zirui Liu, Ke Wang

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

Journal ref ICWOC 2024

FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading

Guojun Xiong, Zhiyang Deng, Keyi Wang, Yupeng Cao, Haohang Li, Yangyang Yu, Xueqing Peng, Mingquan Lin, Kaleb E Smith, Xiao-Yang Liu, Jimin Huang, Sophia Ananiadou, Qianqian Xie

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

Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection

Yang Zhao, Li Du, Xiao Ding, Yangou Ouyang, Hepeng Wang, Kai Xiong, Jinglong Gao, Zhouhao Sun, Dongliang Xu, Yang Qing, Dongchen Li, Bing Qin, Ting Liu

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

Investigating the Zone of Proximal Development of Language Models for In-Context Learning

Peng Cui, Mrinmaya Sachan

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

Comments NAACL 2025 findings

RS-MoE: A Vision-Language Model with Mixture of Experts for Remote Sensing Image Captioning and Visual Question Answering

Hui Lin, Danfeng Hong, Shuhang Ge, Chuyao Luo, Kai Jiang, Hao Jin, Congcong Wen

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

Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection

Maximilian Spliethöver, Tim Knebler, Fabian Fumagalli, Maximilian Muschalik, Barbara Hammer, Eyke Hüllermeier, Henning Wachsmuth

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

Comments Accepted to NAACL 2025

Practical offloading for fine-tuning LLM on commodity GPU via learned sparse projectors

Siyuan Chen, Zhuofeng Wang, Zelong Guan, Yudong Liu, Phillip B. Gibbons

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

An Analysis of LLM Fine-Tuning and Few-Shot Learning for Flaky Test Detection and Classification

Riddhi More, Jeremy S. Bradbury

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

Comments 10 pages

What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning

Yifan Du, Hangyu Guo, Kun Zhou, Wayne Xin Zhao, Jinpeng Wang, Chuyuan Wang, Mingchen Cai, Ruihua Song, Ji-Rong Wen

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

Comments Accepted by COLING2025

FinRLlama: A Solution to LLM-Engineered Signals Challenge at FinRL Contest 2024

Arnav Grover

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

Comments Competition Track FinRL, ICAIF 2024

Control LLM: Controlled Evolution for Intelligence Retention in LLM

Haichao Wei, Yunxiang Ren, Zhoutong Fu, Aman Lunia, Yi-Lin Chen, Alice Leung, Ya Xu

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

Comments 8 pages

Instruction Tuning for Story Understanding and Generation with Weak Supervision

Yangshu Yuan, Heng Chen, Christian Ng

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

Customizing Language Models with Instance-wise LoRA for Sequential Recommendation

Xiaoyu Kong, Jiancan Wu, An Zhang, Leheng Sheng, Hui Lin, Xiang Wang, Xiangnan He

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

Comments NeurIPS 2024 poster

Journal ref 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

Foundation Models at Work: Fine-Tuning for Fairness in Algorithmic Hiring

Buse Sibel Korkmaz, Rahul Nair, Elizabeth M. Daly, Evangelos Anagnostopoulos, Christos Varytimidis, Antonio del Rio Chanona

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

Comments Accepted to AAAI 2025, AI Governance Workshop

LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering

Jinhe Bi, Yujun Wang, Haokun Chen, Xun Xiao, Artur Hecker, Volker Tresp, Yunpu Ma

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

RECOST: External Knowledge Guided Data-efficient Instruction Tuning

Qi Zhang, Yiming Zhang, Haobo Wang, Junbo Zhao

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

Prompt-A-Video: Prompt Your Video Diffusion Model via Preference-Aligned LLM

Yatai Ji, Jiacheng Zhang, Jie Wu, Shilong Zhang, Shoufa Chen, Chongjian GE, Peize Sun, Weifeng Chen, Wenqi Shao, Xuefeng Xiao, Weilin Huang, Ping Luo

专题命中 指令微调 ：LLM(title,abstract)；SFT(abstract)；preference optimization(abstract)；分类 cs.CL

Disentangling Reasoning Tokens and Boilerplate Tokens For Language Model Fine-tuning

Ziang Ye, Zhenru Zhang, Yang Zhang, Jianxin Ma, Junyang Lin, Fuli Feng

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

Smaller Language Models Are Better Instruction Evolvers

Tingfeng Hui, Lulu Zhao, Guanting Dong, Yaqi Zhang, Hua Zhou, Sen Su

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

Comments Work in progress

How Many Languages Make Good Multilingual Instruction Tuning? A Case Study on BLOOM

Shaoxiong Ji, Pinzhen Chen

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

Comments COLING 2025

Structured Dialogue System for Mental Health: An LLM Chatbot Leveraging the PM+ Guidelines

Yixiang Chen, Xinyu Zhang, Jinran Wang, Xurong Xie, Nan Yan, Hui Chen, Lan Wang

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

Comments Accepted to the 16th International Conference on Social Robotic (ICSR 2024)

Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View

Peisong Niu, Tian Zhou, Xue Wang, Liang Sun, Rong Jin

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

POINTS: Improving Your Vision-language Model with Affordable Strategies

Yuan Liu, Zhongyin Zhao, Ziyuan Zhuang, Le Tian, Xiao Zhou, Jie Zhou

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

Comments v2

Rule Based Rewards for Language Model Safety

Tong Mu, Alec Helyar, Johannes Heidecke, Joshua Achiam, Andrea Vallone, Ian Kivlichan, Molly Lin, Alex Beutel, John Schulman, Lilian Weng

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

Comments Accepted at Neurips 2024

Emotion-LLaMA: Multimodal Emotion Recognition and Reasoning with Instruction Tuning

Zebang Cheng, Zhi-Qi Cheng, Jun-Yan He, Jingdong Sun, Kai Wang, Yuxiang Lin, Zheng Lian, Xiaojiang Peng, Alexander Hauptmann

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

Comments Accepted at NeurIPS 2024. 49 pages, 13 figures, Project: https://github.com/ZebangCheng/Emotion-LLaMA, Demo: https://huggingface.co/spaces/ZebangCheng/Emotion-LLaMA

Boosting Code-Switching ASR with Mixture of Experts Enhanced Speech-Conditioned LLM

Fengrun Zhang, Wang Geng, Hukai Huang, Yahui Shan, Cheng Yi, He Qu

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

Comments Submitted to ICASSP 2025

LoFiT: Localized Fine-tuning on LLM Representations

Fangcong Yin, Xi Ye, Greg Durrett

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

Comments NeurIPS 2024 Camera Ready