语言大模型 / LLM

Large Language Models as Agents in Two-Player Games

Yang Liu, Peng Sun, Hang 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

PokerGPT: An End-to-End Lightweight Solver for Multi-Player Texas Hold'em via Large Language Model

Chenghao Huang, Yanbo Cao, Yinlong Wen, Tao Zhou, Yanru 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

Pre-trained Large Language Models for Financial Sentiment Analysis

Wei Luo, Dihong Gong

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

TechGPT-2.0: A large language model project to solve the task of knowledge graph construction

Jiaqi Wang, Yuying Chang, Zhong Li, Ning An, Qi Ma, Lei Hei, Haibo Luo, Yifei Lu, Feiliang Ren

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

Classifying complex documents: comparing bespoke solutions to large language models

Glen Hopkins, Kristjan Kalm

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

Mutual Enhancement of Large and Small Language Models with Cross-Silo Knowledge Transfer

Yongheng Deng, Ziqing Qiao, Ju Ren, Yang Liu, Yaoxue Zhang

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

Optimizing and Fine-tuning Large Language Model for Urban Renewal

Xi Wang, Xianyao Ling, Tom Zhang, Xuecao Li, Shaolan Wang, Zhixing Li, Liang Zhang, Peng Gong

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 11 pages, 2 figures, 2 tables, 41 references

FinGPT: Democratizing Internet-scale Data for Financial Large Language Models

Xiao-Yang Liu, Guoxuan Wang, Hongyang Yang, Daochen Zha

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 43 pages, 8 tables, and 2 figures

An Improved Transformer-based Model for Detecting Phishing, Spam, and Ham: A Large Language Model Approach

Suhaima Jamal, Hayden Wimmer

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

Making Harmful Behaviors Unlearnable for Large Language Models

Xin Zhou, Yi Lu, Ruotian Ma, Tao Gui, Qi Zhang, Xuanjing Huang

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 work in process

Large Language Models Are Semi-Parametric Reinforcement Learning Agents

Danyang Zhang, Lu Chen, Situo Zhang, Hongshen Xu, Zihan Zhao, Kai Yu

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

Can Large Language Models Capture Dissenting Human Voices?

Noah Lee, Na Min An, James Thorne

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 To appear at EMNLP 2023

Learning from Red Teaming: Gender Bias Provocation and Mitigation in Large Language Models

Hsuan Su, Cheng-Chu Cheng, Hua Farn, Shachi H Kumar, Saurav Sahay, Shang-Tse Chen, Hung-yi Lee

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

ChatRadio-Valuer: A Chat Large Language Model for Generalizable Radiology Report Generation Based on Multi-institution and Multi-system Data

Tianyang Zhong, Wei Zhao, Yutong Zhang, Yi Pan, Peixin Dong, Zuowei Jiang, Xiaoyan Kui, Youlan Shang, Li Yang, Yaonai Wei, Longtao Yang, Hao Chen, Huan Zhao, Yuxiao Liu, Ning Zhu, Yiwei Li, Yisong Wang, Jiaqi Yao, Jiaqi Wang, Ying Zeng, Lei He, Chao Zheng, Zhixue Zhang, Ming Li, Zhengliang Liu, Haixing Dai, Zihao Wu, Lu Zhang, Shu Zhang, Xiaoyan Cai, Xintao Hu, Shijie Zhao, Xi Jiang, Xin Zhang, Xiang Li, Dajiang Zhu, Lei Guo, Dinggang Shen, Junwei Han, Tianming Liu, Jun Liu, Tuo 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

QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Yuhui Xu, Lingxi Xie, Xiaotao Gu, Xin Chen, Heng Chang, Hengheng Zhang, Zhengsu Chen, Xiaopeng Zhang, Qi Tian

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 16 pages

Chatmap : Large Language Model Interaction with Cartographic Data

Eren Unlu

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 9 pages, 4 figures

CFGPT: Chinese Financial Assistant with Large Language Model

Jiangtong Li, Yuxuan Bian, Guoxuan Wang, Yang Lei, Dawei Cheng, Zhijun Ding, Changjun Jiang

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 12 pages, 5 figures

LMTuner: An user-friendly and highly-integrable Training Framework for fine-tuning Large Language Models

Yixuan Weng, Zhiqi Wang, Huanxuan Liao, Shizhu He, Shengping Liu, Kang Liu, Jun Zhao

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

mPLUG-DocOwl: Modularized Multimodal Large Language Model for Document Understanding

Jiabo Ye, Anwen Hu, Haiyang Xu, Qinghao Ye, Ming Yan, Yuhao Dan, Chenlin Zhao, Guohai Xu, Chenliang Li, Junfeng Tian, Qian Qi, Ji Zhang, Fei Huang

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

Comments 10 pages, 8 figures

Understanding Telecom Language Through Large Language Models

Lina Bariah, Hang Zou, Qiyang Zhao, Belkacem Mouhouche, Faouzi Bader, Merouane Debbah

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

CONA: A novel CONtext-Aware instruction paradigm for communication using large language model

Nan Zhou, Xinghui Tao, Xi Chen

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

Introspective Tips: Large Language Model for In-Context Decision Making

Liting Chen, Lu Wang, Hang Dong, Yali Du, Jie Yan, Fangkai Yang, Shuang Li, Pu Zhao, Si Qin, Saravan Rajmohan, Qingwei Lin, Dongmei 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 22 pages, 4 figures

Supporting Qualitative Analysis with Large Language Models: Combining Codebook with GPT-3 for Deductive Coding

Ziang Xiao, Xingdi Yuan, Q. Vera Liao, Rania Abdelghani, Pierre-Yves Oudeyer

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 28th International Conference on Intelligent User Interfaces (IUI '23 Companion), March 27--31, 2023, Sydney, NSW, Australia

Establishing Performance Baselines in Fine-Tuning, Retrieval-Augmented Generation and Soft-Prompting for Non-Specialist LLM Users

Jennifer Dodgson, Lin Nanzheng, Julian Peh, Akira Rafhael Janson Pattirane, Alfath Daryl Alhajir, Eko Ridho Dinarto, Joseph Lim, Syed Danyal Ahmad

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

Comments 10 pages, LaTeX; typos corrected, using the correct term 'system prompting' instead of 'soft prompting'

Clinically Structured Surrogate Rewards for Post-SFT Medical Image Captioning

SFT后医学图像字幕生成的临床结构化替代奖励

Hyun Jun Kim, Heeseung Shin, Changwon Lim

专题命中 指令微调 ：SFT(title,title_cn)

AI总结 该研究针对SFT后医学图像字幕生成，提出临床结构化替代奖励框架，结合生物医学语义等，在ImageCLEFmedical Caption测试集及三个主干上，提升了整体、相关性与事实性指标。

Comments 8 pages, 2 figures, 3 tables

D-LiFT: Improving LLM-based Decompiler Backend via Code Quality-driven Fine-tuning

D-LiFT：通过代码质量驱动的微调改进基于大语言模型的反编译器后端

Muqi Zou, Hongyu Cai, Hongwei Wu, Zion Leonahenahe Basque, Arslan Khan, Berkay Celik, Dave, Tian, Antonio Bianchi, Ruoyu, Wang, Dongyan Xu

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

AI总结 研究针对反编译器输出质量问题，提出D-LIFT方法。通过代码质量感知强化学习微调LLM，利用D-Score综合评估系统指导，在保持准确性的同时提升可读性，实验证明该方法有效提高了反编译代码质量。

PolicyGuard: Prompt-Configurable Semantic DLP for LLM Coding Agents

PolicyGuard：面向LLM编码智能体的可配置提示语义数据防泄漏方案

Kyutae Park, Jungwon Kim, Daeyeol Shim

专题命中 指令微调 ：LLM(title,title_cn)

AI总结 针对LLM编码智能体的PolicyGuard框架，以自然语言策略文件引导LLM分类用户提示，在冻结测试集和隐藏保留集上表现优异，泛化与跨模型能力突出。

Comments This paper is being withdrawn because it was submitted prior to completion of a required institutional review process. The authors intend to resubmit after the review is complete

Think2Go: Generative Next POI Recommendation with LLM Reasoning

Think2Go：基于大语言模型推理的生成式下一个兴趣点（POI）推荐

Zhuang Zhuang, Shanshan Feng, Hangwei Qian, Mingqi Yang, Heng Qi, Yanming Shen, Baocai Yin

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

AI总结 Think2Go框架统一SFT与RL推理，通过优势加权机制校准策略优化，解决现有POI推荐模型的意图捕捉不足问题，提升推荐性能与稳健性。

Comments Accepted by KDD 2026 Research Track Cycle 1 (Oral presentation)

Bio-SFT: Asymmetric Cortical Guidance and Retinal Adaptation for Robust HDR Reconstruction

Bio-SFT：用于稳健 HDR 重建的不对称皮层引导和视网膜适应

Tingyu Cheng, Ting Zhang, Chongyi Li, Zhaoqing Pan, Tiesong Zhao

机构 * College of Physics and Information Engineering, Fuzhou University（福州大学物理与信息工程学院） ； School of Computer Science, Nankai University（南开大学计算机科学学院） ； School of Electrical and Information Engineering, Tianjin University（天津大学电气与信息工程学院） 纠错

专题命中 指令微调 ：SFT(title,title_cn)

AI总结 研究针对单图像 HDR 重建难题，提出 Bio-SFT 方法，它包含可学习的视网膜适应前端、小细胞 - 大细胞分裂引导及事件驱动的 SNN 硬门控模块，经训练能有效抑制暗区噪声，提高感知质量，减少伪影传播。

Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training

强化微调自然缓解持续训练中的遗忘

Song Lai, Haohan Zhao, Rong Feng, Changyi Ma, Wenzhuo Liu, Hongbo Zhao, Xi Lin, Dong Yi, Qingfu Zhang, Hongbin Liu, Gaofeng Meng, Fei Zhu

专题命中 指令微调 ：post-training(title,abstract)；large language model(abstract)；language model(abstract)；foundation model(abstract)

AI总结 本文比较了监督微调与强化微调在持续训练中的影响，发现强化微调能有效保留先验知识，优于监督微调和多任务训练，且在标准基准上提升模型通用知识。