语言大模型 / LLM

Tuning LLM-based Code Optimization via Meta-Prompting: An Industrial Perspective

Jingzhi Gong, Rafail Giavrimis, Paul Brookes, Vardan Voskanyan, Fan Wu, Mari Ashiga, Matthew Truscott, Mike Basios, Leslie Kanthan, Jie Xu, Zheng Wang

机构 * University of Leeds（利兹大学） ； University of Surrey（萨里大学） ； University of West London（西伦敦大学） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；prompting(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted by ASE'25 Industry Showcase

From Voices to Validity: Leveraging Large Language Models (LLMs) for Textual Analysis of Policy Stakeholder Interviews

Alex Liu, Min Sun

机构 * University of Washington（华盛顿大学） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Journal ref AERA OPEN Volume 11, January-December 2025

DatawiseAgent: A Notebook-Centric LLM Agent Framework for Adaptive and Robust Data Science Automation

Ziming You, Yumiao Zhang, Dexuan Xu, Yiwei Lou, Yandong Yan, Wei Wang, Huaming Zhang, Yu Huang

机构 * National Engineering Research Center for Software Engineering, Peking University（软件工程国家工程研究中心，北京大学） ； School of Software & Microelectronics, Peking University（软件与微电子学院，北京大学） ； School of Computer Science, Peking University（计算机科学学院，北京大学） ； Xi’an Jiaotong University（西安交通大学） ； Institute of Basic Theory of Chinese Medicine, China Academy of Chinese Medical Sciences（中医基础理论研究所，中国中医科学院） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments The camera-ready version for EMNLP 2025 Main Conference

Primus: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training

Yao-Ching Yu, Tsun-Han Chiang, Cheng-Wei Tsai, Chien-Ming Huang, Wen-Kwang Tsao

机构 * AI Lab, TrendMicro（TrendMicro人工智能实验室） 纠错

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)；pretraining(abstract)

Comments Accepted to EMNLP 2025

MALF: A Multi-Agent LLM Framework for Intelligent Fuzzing of Industrial Control Protocols

Bowei Ning, Xuejun Zong, Kan He

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Emission-GPT: A domain-specific language model agent for knowledge retrieval, emission inventory and data analysis

Jiashu Ye, Tong Wu, Weiwen Chen, Hao Zhang, Zeteng Lin, Xingxing Li, Shujuan Weng, Manni Zhu, Xin Yuan, Xinlong Hong, Jingjie Li, Junyu Zheng, Zhijiong Huang, Jing Tang

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Multimodal Carotid Risk Stratification with Large Vision-Language Models: Benchmarking, Fine-Tuning, and Clinical Insights

Daphne Tsolissou, Theofanis Ganitidis, Konstantinos Mitsis, Stergios CHristodoulidis, Maria Vakalopoulou, Konstantina Nikita

机构 * National Technical University of Athens（希腊国家技术大学） ； CentraleSupélec, Université Paris-Saclay（巴黎-萨克雷大学中央理工学院） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

AMANDA: Agentic Medical Knowledge Augmentation for Data-Efficient Medical Visual Question Answering

Ziqing Wang, Chengsheng Mao, Xiaole Wen, Yuan Luo, Kaize Ding

机构 * Northwestern University（西北大学） ； Microsoft（微软公司） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments EMNLP Findings

Automated Constraint Specification for Job Scheduling by Regulating Generative Model with Domain-Specific Representation

Yu-Zhe Shi, Qiao Xu, Yanjia Li, Mingchen Liu, Huamin Qu, Lecheng Ruan, Qining Wang

机构 * School of Advanced Manufacturing and Robotics, Peking University（先进制造与机器人学院，北京大学） ； Department of Computer Science and Engineering, School of Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科技大学） ； School of Computer Science and Technology, Huazhong University of Science and Technology（计算机科学与技术学院，华中科技大学） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted for publication in IEEE Transactions on Automation Science and Engineering

Optimizing Long-Form Clinical Text Generation with Claim-Based Rewards

Samyak Jhaveri, Praphul Singh, Jangwon Kim, Tara Taghavi, Krishnaram Kenthapadi

机构 * Oracle Health AI（Oracle健康AI） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Synthetic Dialogue Generation for Interactive Conversational Elicitation & Recommendation (ICER)

Moonkyung Ryu, Chih-Wei Hsu, Yinlam Chow, Mohammad Ghavamzadeh, Craig Boutilier

机构 * Google Research（谷歌研究） ； Amazon AGI（亚马逊人工智能） 纠错

专题命中 领域大模型 ：language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI

Hallucination-Resistant, Domain-Specific Research Assistant with Self-Evaluation and Vector-Grounded Retrieval

Vivek Bhavsar, Joseph Ereifej, Aravanan Gurusami

机构 * CTO Office, Coherent Corporation（Coherent Corporation 技术总监办公室） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 21 pages, 5 figures

Retrieval and Augmentation of Domain Knowledge for Text-to-SQL Semantic Parsing

Manasi Patwardhan, Ayush Agarwal, Shabbirhussain Bhaisaheb, Aseem Arora, Lovekesh Vig, Sunita Sarawagi

机构 * TCS Research Pune, India（TCS研究部，印度浦那） ； TCS Research Delhi, India（TCS研究部，印度德里） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 10 pages, 2 figures, 11 tables. Accepted in the 1st Workshop on Grounding Documents with Reasoning, Agents, Retrieval, and Attribution (RARA) held in conjunction with IEEE International Conference on Data Mining (ICDM) 2025

Exploring OCR-augmented Generation for Bilingual VQA

JoonHo Lee, Sunho Park

机构 * KL-Net, South Korea（韩国KL-Net） 纠错

专题命中 领域大模型 ：language model(abstract)；prompting(abstract)

Can Machines Philosophize?

Michele Pizzochero, Giorgia Dellaferrera

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)

Fine-grained Abnormality Prompt Learning for Zero-shot Anomaly Detection

Jiawen Zhu, Yew-Soon Ong, Chunhua Shen, Guansong Pang

机构 * Singapore Management University（新加坡管理学院） ； Nanyang Technological University（南洋理工大学） ； Zhejiang University（浙江大学） 纠错

专题命中 领域大模型 ：language model(abstract)；prompting(abstract)

Comments Accepted to ICCV 2025; 11 pages, 3 figures

WEE-Therapy: A Mixture of Weak Encoders Framework for Psychological Counseling Dialogue Analysis

Yongqi Kang, Yong Zhao

专题命中 领域大模型 ：language model(abstract)；分类 cs.CL、cs.LG

Comments 5 pages

Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation

Talha Ahmed, Nehal Ahmed Shaikh, Hassan Mohy-ud-Din

机构 * School of Science and Engineering, Lahore University of Management Sciences, Lahore, Pakistan（科学与工程学院，拉合尔管理科学大学，巴基斯坦拉合尔） 纠错

专题命中 领域大模型 ：foundation model(abstract)；分类 cs.AI

Comments 5 pages, 1 figure, 4 tables; Submitted to IEEE Conference for possible publication

Med-K2N: Flexible K-to-N Modality Translation for Medical Image Synthesis

Feng Yuan, Yifan Gao, Yuehua Ye, Haoyue Li, Xin Gao

机构 * University of Science and Technology of China（中国科学技术大学） ； Suzhou Institute of Biomedical Engineering and Technology（苏州生物医学工程与技术研究所） ； Chinese Academy of Sciences（中国科学院） ； The Third Affiliated Hospital of Sun Yat-sen University（中山大学第三附属医院） 纠错

专题命中 领域大模型 ：language model(abstract)

Comments ICLR2026 under review

Reading.help: Supporting EFL Readers with Proactive and On-Demand Explanation of English Grammar and Semantics

Sunghyo Chung, Hyeon Jeon, Sungbok Shin, Md Naimul Hoque

专题命中 领域大模型 ：LLM(abstract)

Comments Preprint