语言大模型 / LLM

Foundation Models in Medical Image Analysis: A Systematic Review and Meta-Analysis

Praveenbalaji Rajendran, Mojtaba Safari, Wenfeng He, Mingzhe Hu, Shansong Wang, Jun Zhou, Xiaofeng Yang

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

Realizing LLMs' Causal Potential Requires Science-Grounded, Novel Benchmarks

Ashutosh Srivastava, Lokesh Nagalapatti, Gautam Jajoo, Aniket Vashishtha, Parameswari Krishnamurthy, Amit Sharma

机构 * Dept. of Computer Science IIIT Hyderabad（IIIT Hyderabad 计算机科学系） ； Dept. of Computer Science IIT Bombay（IIT Bombay 计算机科学系） ； Dept. of Computer Science BITS Pilani（BITS Pilani 计算机科学系） ； Dept. of Computer Science UIUC（UIUC 计算机科学系） ； Microsoft Research Bengaluru, India（微软研究院（印度班加罗尔）） 纠错

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

Intelligent Communication Mixture-of-Experts Boosted-Medical Image Segmentation Foundation Model

Xinwei Zhang, Hu Chen, Zhe Yuan, Sukun Tian, Peng Feng

机构 * College of Optoelectronics Engineering, Chongqing University, Chongqing, China ； Center of Digital Dentistry, Peking University School ； Hospital of Stomatology \& NHC Key Laboratory of Digital Stomatology, Beijing, China 纠错

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

FetalCLIP: A Visual-Language Foundation Model for Fetal Ultrasound Image Analysis

Fadillah Maani, Numan Saeed, Tausifa Saleem, Zaid Farooq, Hussain Alasmawi, Werner Diehl, Ameera Mohammad, Gareth Waring, Saudabi Valappi, Leanne Bricker, Mohammad Yaqub

机构 * Department of Computer Vision（计算机视觉系） ； Mohamed bin Zayed University of Artificial Intelligence（马尔代夫比兹人工智能大学） ； Department of Machine Learning（机器学习系） ； Corniche Hospital, Abu Dhabi Health Services Company (SEHA)（阿布扎赫尔医院，阿布扎赫健康服务公司（SEHA）） 纠错

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

EasyRec: Simple yet Effective Language Models for Recommendation

Xubin Ren, Chao Huang

机构 * The University of Hong Kong（香港大学） 纠错

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

Comments Published as an EMNLP'25 main paper

A Systematic Approach to Predict the Impact of Cybersecurity Vulnerabilities Using LLMs

Anders Mølmen Høst, Pierre Lison, Leon Moonen

机构 * Simula \& University of Oslo Oslo, Norway ； Norwegian Computing Center Oslo, Norway ； Simula Research Laboratory Oslo, Norway 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 Accepted for publication in the 24th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2025)

Comparing LLMs for Sentiment Analysis in Financial Market News

Lucas Eduardo Pereira Teles, Carlos M. S. Figueiredo

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

MedTrust-RAG: Evidence Verification and Trust Alignment for Biomedical Question Answering

Yingpeng Ning, Yuanyuan Sun, Ling Luo, Yanhua Wang, Yuchen Pan, Hongfei Lin

机构 * College of Computer Science and Technology, Dalian University of Technology（大连理工大学计算机科学与技术学院） ； Air Force Communications NCO Academy（空军通信NCO学院） 纠错

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

Comments Accepted as a short paper at BlBM2025

LinkedIn Post Embeddings: Industrial Scale Embedding Generation and Usage across LinkedIn

Sudarshan Srinivasa Ramanujam, Akanksha Bindal, Yu Jiang, Timothy J. Hazen, David Golland, Fengyu Zhang, Daqi Sun, Wanning Li, Birjodh Singh Tiwana, Siddharth Dangi, Peng Yan

机构 * LinkedIn Corporation（LinkedIn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.AI、cs.LG

TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets

Yuzhe Yang, Yifei Zhang, Minghao Wu, Kaidi Zhang, Yunmiao Zhang, Honghai Yu, Yan Hu, Benyou Wang

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

Learnable Item Tokenization for Generative Recommendation

Wenjie Wang, Honghui Bao, Xinyu Lin, Jizhi Zhang, Yongqi Li, Fuli Feng, See-Kiong Ng, Tat-Seng Chua

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

Comments Accepted by CIKM 2024

Synergizing chemical and AI communities for advancing laboratories of the future

Saejin Oh, Xinyi Fang, I-Hsin Lin, Paris Dee, Christopher S. Dunham, Stacy M. Copp, Abigail G. Doyle, Javier Read de Alaniz, Mengyang Gu

机构 * Department of Chemistry, Unknown University, Unknown Town（化学系，未知大学，未知镇） ； BioPACIFIC Materials Innovation Platform, University of California, Santa Barbara, Santa Barbara, CA, 93106 USA（BioPACIFIC材料创新平台，加州大学圣巴巴拉分校，圣巴巴拉，CA，93106 USA） ； Department of Statistics and Applied Probability, University of California, Santa Barbara, Santa Barbara, CA, 93106 USA（统计与应用概率系，加州大学圣巴巴拉分校，圣巴巴拉，CA，93106 USA） ； Department of Materials Science and Engineering, University of California, Irvine, CA, 92697 USA（材料科学与工程系，加州大学伊维特分校，CA，92697 USA） ； Department of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, CA, 90095 USA（化学与生物化学系，加州大学洛杉矶分校，洛杉矶，CA，90095 USA） ； Department of Chemistry and Biochemistry, University of California, Santa Barbara, Santa Barbara, CA, 93106 USA（化学与生物化学系，加州大学圣巴巴拉分校，圣巴巴拉，CA，93106 USA） 纠错

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

First Field-Trial Demonstration of L4 Autonomous Optical Network for Distributed AI Training Communication: An LLM-Powered Multi-AI-Agent Solution

Yihao Zhang, Qizhi Qiu, Xiaomin Liu, Dianxuan Fu, Xingyu Liu, Leyan Fei, Yuming Cheng, Lilin Yi, Weisheng Hu, Qunbi Zhuge

专题命中 领域大模型 ：LLM(title)

Comments Accepted by 51st European Conference on Optical Communication (ECOC 2025), paper W.02.01.177

From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discovery

Jiaqi Wei, Yuejin Yang, Xiang Zhang, Yuhan Chen, Xiang Zhuang, Zhangyang Gao, Dongzhan Zhou, Guangshuai Wang, Zhiqiang Gao, Juntai Cao, Zijie Qiu, Ming Hu, Chenglong Ma, Shixiang Tang, Junjun He, Chunfeng Song, Xuming He, Qiang Zhang, Chenyu You, Shuangjia Zheng, Ning Ding, Wanli Ouyang, Nanqing Dong, Yu Cheng, Siqi Sun, Lei Bai, Bowen Zhou

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Zhejiang University（浙江大学） ； Fudan University（复旦大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Tongji University（同济大学） ； The Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiaotong University（上海交通大学） ； Stony Brook University（石溪大学） ； Lingang Laboratory（临港实验室） ； Tsinghua University（清华大学） 纠错

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

Don't Trust Generative Agents to Mimic Communication on Social Networks Unless You Benchmarked their Empirical Realism

Simon Münker, Nils Schwager, Achim Rettinger

机构 * Trier University（特里尔大学） 纠错

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

Comments 11 pages, 1 figure, 3 tables

Dolphin v1.0 Technical Report

Taohan Weng, Kaibing Hu, Henan Liu, Siya Liu, Xiaoyang Liu, Zhenyu Liu, Jiren Ren, Boyan Wang, Boyang Wang, Yiyu Wang, Yalun Wu, Chaoran Yan, Kaiwen Yan, Jinze Yu, Chi Zhang, Duo Zhang, Haoyun Zheng, Xiaoqing Guo, Jacques Souquet, Hongcheng Guo, Anjie Le

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

Structuring Security: A Survey of Cybersecurity Ontologies, Semantic Log Processing, and LLMs Application

Bruno Lourenço, Pedro Adão, João F. Ferreira, Mario Monteiro Marques, Cátia Vaz

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

VisualLens: Personalization through Task-Agnostic Visual History

Wang Bill Zhu, Deqing Fu, Kai Sun, Yi Lu, Zhaojiang Lin, Seungwhan Moon, Kanika Narang, Mustafa Canim, Yue Liu, Anuj Kumar, Xin Luna Dong

机构 * Meta ； University of Southern California（南加州大学） 纠错

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

Comments Accepted by NeurIPS 2025

Input Domain Aware MoE: Decoupling Routing Decisions from Task Optimization in Mixture of Experts

Yongxiang Hua, Haoyu Cao, Zhou Tao, Bocheng Li, Zihao Wu, Chaohu Liu, Linli Xu

机构 * University of Science and Technology of China（科学技术大学） ； State Key Laboratory of Cognitive Intelligence（认知智能国家重点实验室） 纠错

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

Comments ACM MM25

Multilingual Clinical NER for Diseases and Medications Recognition in Cardiology Texts using BERT Embeddings

Manuela Daniela Danu, George Marica, Constantin Suciu, Lucian Mihai Itu, Oladimeji Farri

机构 * Transilvania University of Brasov（布拉索夫Transilvania大学） ； Siemens Healthineers（西门子医疗） 纠错

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

Comments 11 pages, 5 figures, 1 table, published in Working Notes of the Conference and Labs of the Evaluation Forum (CLEF 2024)

Journal ref Danu, M. D., Marica, V. G., Suciu, C., Itu, L. M., & Farri, O. (2024). Multilingual clinical NER for diseases and medications recognition in cardiology texts using BERT embeddings. CLEF Working Notes

SketchMind: A Multi-Agent Cognitive Framework for Assessing Student-Drawn Scientific Sketches

Ehsan Latif, Zirak Khan, Xiaoming Zhai

机构 * AI4STEM Education Center University of Georgia（AI4STEM教育中心乔治亚大学） 纠错

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

Comments Submitted to NeurIPS2025

The Cultural Mapping and Pattern Analysis (CMAP) Visualization Toolkit: Open Source Text Analysis for Qualitative and Computational Social Science

Corey M. Abramson, Yuhan, Nian

机构 * Department of Sociology, Rice University（理海大学社会学系） ； Rice University（理海大学） ； Computational Ethnography Lab, Rice University（理海大学计算人类学实验室） ； Center for Computational Insights on Inequality and Society (CIISR), Rice University（社会不平等与社会洞察中心（CIISR），理海大学） ； Institute of Health Resilience and Innovation (IHRI), Rice University（健康韧性与创新研究所（IHRI），理海大学） ； Ken Kennedy Institute (Responsible AI and Scientific Computing), Rice University（肯尼迪研究所（负责任的人工智能与科学计算），理海大学） ； University of California San Francisco（旧金山大学） ； University of California Berkeley（伯克利大学） 纠错

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

Comments V1

EditMark: Watermarking Large Language Models based on Model Editing

Shuai Li, Kejiang Chen, Jun Jiang, Jie Zhang, Qiyi Yao, Kai Zeng, Weiming Zhang, Nenghai Yu

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Semantic Representation Attack against Aligned Large Language Models

Jiawei Lian, Jianhong Pan, Lefan Wang, Yi Wang, Shaohui Mei, Lap-Pui Chau

机构 * Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University（香港理工大学电子与电气工程系） ； School of Electronics and Information, Northwestern Polytechnical University（西北工业大学电子与信息学院） 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models

Kyle Cox, Jiawei Xu, Yikun Han, Rong Xu, Tianhao Li, Chi-Yang Hsu, Tianlong Chen, Walter Gerych, Ying Ding

专题命中 知识编辑与模型理解 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL、cs.LG

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence. 39, 22 (Apr. 2025), 23696-23703

LLM-Enhanced Black-Litterman Portfolio Optimization

Youngbin Lee, Yejin Kim, Juhyeong Kim, Suin Kim, Yongjae Lee

机构 * Elice AI Quant Lab, MODULABS Seoul Republic of Korea ； Meritz Fire \& Marine Insurance AI Quant Lab, MODULABS Seoul Republic of Korea ； Mirae Asset Global Investments AI Quant Lab, MODULABS Seoul Republic of Korea ； Ulsan National Institute of Science ； Elice AI Quant Lab, MODULABS ； Meritz Fire \& Marine Insurance AI Quant Lab, MODULABS ； Mirae Asset Global Investments AI Quant Lab, MODULABS 纠错

专题命中 知识编辑与模型理解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Presented at the CIKM 2025 Workshop on Financial AI (https://advancesinfinancialai.com/)

Bolster Hallucination Detection via Prompt-Guided Data Augmentation

Wenyun Li, Zheng Zhang, Dongmei Jiang, Xiangyuan Lan

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Learning to Detect Unknown Jailbreak Attacks in Large Vision-Language Models

Shuang Liang, Zhihao Xu, Jialing Tao, Hui Xue, Xiting Wang

专题命中 知识编辑与模型理解 ：language model(title,abstract)；分类 cs.AI

Comments Withdrawn due to an accidental duplicate submission. This paper (arXiv:2510.15430) was unintentionally submitted as a new entry instead of a new version of our previous work (arXiv:2508.09201)

ShapeCraft: LLM Agents for Structured, Textured and Interactive 3D Modeling

Shuyuan Zhang, Chenhan Jiang, Zuoou Li, Jiankang Deng

机构 * Imperial College London（伦敦帝国学院） ； Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 知识编辑与模型理解 ：LLM(title,abstract)

Comments NeurIPS 2025 Poster

Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling

Tsung-Han Wu, Heekyung Lee, Jiaxin Ge, Joseph E. Gonzalez, Trevor Darrell, David M. Chan

机构 * UC Berkeley（加州大学伯克利分校） ； POSTECH 纠错

专题命中 知识编辑与模型理解 ：language model(title,abstract)

Comments Accepted to NeurIPS 2025; Project Page: https://reverse-vlm.github.io