语言大模型 / LLM

All for law and law for all: Adaptive RAG Pipeline for Legal Research

Figarri Keisha, Prince Singh, Pallavi, Dion Fernandes, Aravindh Manivannan, Ilham Wicaksono, Faisal Ahmad, Wiem Ben Rim

机构 * University College London（伦敦大学学院） 纠错

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

Comments submitted to NLLP 2025 Workshop

SimuGen: Multi-modal Agentic Framework for Constructing Block Diagram-Based Simulation Models

Xinxing Ren, Qianbo Zang, Zekun Guo

机构 * Brunel University of London（伦敦布鲁内尔大学） ； SnT, Université du Luxembourg（卢森堡大学SnT分校） ； University of Hull（霍尔姆斯大学） 纠错

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

TradingGroup: A Multi-Agent Trading System with Self-Reflection and Data-Synthesis

Feng Tian, Flora D. Salim, Hao Xue

机构 * The University of New South Wales（新南威尔士大学） ； University of New South Wales（新南威尔士大学） 纠错

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

Sycophancy under Pressure: Evaluating and Mitigating Sycophantic Bias via Adversarial Dialogues in Scientific QA

Kaiwei Zhang, Qi Jia, Zijian Chen, Wei Sun, Xiangyang Zhu, Chunyi Li, Dandan Zhu, Guangtao Zhai

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；post-training(abstract)；prompting(abstract)

Transforming Sensitive Documents into Quantitative Data: An AI-Based Preprocessing Toolchain for Structured and Privacy-Conscious Analysis

Anders Ledberg, Anna Thalén

机构 * Department of Public Health Sciences, Stockholm University（公共健康科学系，斯德哥尔摩大学） 纠错

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

Autonomous Control Leveraging LLMs: An Agentic Framework for Next-Generation Industrial Automation

Javal Vyas, Mehmet Mercangoz

机构 * Autonomous Industrial Systems Lab,Imperial College London（自主工业系统实验室，帝国理工学院伦敦） 纠错

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

LettinGo: Explore User Profile Generation for Recommendation System

Lu Wang, Di Zhang, Fangkai Yang, Pu Zhao, Jianfeng Liu, Yuefeng Zhan, Hao Sun, Qingwei Lin, Weiwei Deng, Dongmei Zhang, Feng Sun, Qi Zhang

机构 * Microsoft Corporation（微软公司） ； Peking University（北京大学） 纠错

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

Comments 11 pages, 3 figures

From What to Respond to When to Respond: Timely Response Generation for Open-domain Dialogue Agents

Seongbo Jang, Minjin Jeon, Jaehoon Lee, Seonghyeon Lee, Dongha Lee, Hwanjo Yu

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

Comments Work in progress

Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison

George-Kirollos Saad, Scott Sanner

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

Extracting Research Instruments from Educational Literature Using LLMs

Jiseung Yoo, Curran Mahowald, Meiyu Li, Wei Ai

机构 * College of Education, University of Maryland, College Park, USA（美国马里兰大学教育学院） ； Annenberg Institute, Brown University, USA（布朗大学安纳伯格研究所） ； College of Information, University of Maryland, College Park, USA（美国马里兰大学信息学院） 纠错

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

Domain Adaptation of Foundation LLMs for e-Commerce

Christian Herold, Michael Kozielski, Tala Bazazo, Pavel Petrushkov, Patrycja Cieplicka, Dominika Basaj, Yannick Versley, Seyyed Hadi Hashemi, Shahram Khadivi

机构 * eBay Inc.（eBay公司） 纠错

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

Comments Accepted at ACL25 (Industry )

CodeGRAG: Bridging the Gap between Natural Language and Programming Language via Graphical Retrieval Augmented Generation

Kounianhua Du, Jizheng Chen, Renting Rui, Huacan Chai, Lingyue Fu, Wei Xia, Yasheng Wang, Ruiming Tang, Yong Yu, Weinan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Huawei Noah’s Ark Lab Shanghai（华为诺亚实验室） 纠错

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

Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1M

Dario Di Palma, Felice Antonio Merra, Maurizio Sfilio, Vito Walter Anelli, Fedelucio Narducci, Tommaso Di Noia

机构 * Politecnico di Bari（巴里理工大学） 纠错

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

The Pitfalls of Growing Group Complexity: LLMs and Social Choice-Based Aggregation for Group Recommendations

Cedric Waterschoot, Nava Tintarev, Francesco Barile

机构 * Maastricht University（马斯特里赫特大学） 纠错

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

Comments To be published in: Adjunct Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization (UMAP Adjunct '25), June 16--19, 2025, New York City, NY, USA Accepted at the 4th Workshop on Group Modeling, Adaptation and Personalization (GMAP), co-located at UMAP 2025

Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QA

Xuanzhao Dong, Wenhui Zhu, Hao Wang, Xiwen Chen, Peijie Qiu, Rui Yin, Yi Su, Yalin Wang

机构 * Arizona State University（亚利桑那州立大学） ； Clemson University（克莱姆森大学） ； Washington University in St.Louis（圣路易斯华盛顿大学） ； Banner Alzheimer’s Institute（班纳阿尔茨海默病研究所） 纠错

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

Zero-Shot Industrial Anomaly Segmentation with Image-Aware Prompt Generation

SoYoung Park, Hyewon Lee, Mingyu Choi, Seunghoon Han, Jong-Ryul Lee, Sungsu Lim, Tae-Ho Kim

机构 * Department of Computer Science and Engineering, Chungnam National University（Chungnam国立大学计算机科学与工程系） ； Nota Inc.（Nota公司） 纠错

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

Comments Accepted to PAKDD 2025, 12 pages

Leveraging LLMs for Predicting Unknown Diagnoses from Clinical Notes

Dina Albassam, Adam Cross, Chengxiang Zhai

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

Comments 19 pages, 3 figures, 5 tables

SCI-IDEA: Context-Aware Scientific Ideation Using Token and Sentence Embeddings

Farhana Keya, Gollam Rabby, Prasenjit Mitra, Sahar Vahdati, Sören Auer, Yaser Jaradeh

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

Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning

Kepu Zhang, Haoyue Yang, Xu Tang, Weijie Yu, Jun Xu

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

A RAG Approach for Generating Competency Questions in Ontology Engineering

Xueli Pan, Jacco van Ossenbruggen, Victor de Boer, Zhisheng Huang

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

Journal ref 18th International Conference on Metadata and Semantics Research (MTSR2024)

Online Prompt Selection for Program Synthesis

Yixuan Li, Lewis Frampton, Federico Mora, Elizabeth Polgreen

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

Comments Accepted at the 39th AAAI Conference on Artificial Intelligence (AAAI-25) Main Track

The OpenLAM Challenges

Anyang Peng, Xinzijian Liu, Ming-Yu Guo, Linfeng Zhang, Han Wang

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

Evaluating GenAI for Simplifying Texts for Education: Improving Accuracy and Consistency for Enhanced Readability

Stephanie L. Day, Jacapo Cirica, Steven R. Clapp, Veronika Penkova, Amy E. Giroux, Abbey Banta, Catherine Bordeau, Poojitha Mutteneni, Ben D. Sawyer

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

Comments 64 pages, 9 tables, 6 figures, and supplemental materials

How Can LLMs and Knowledge Graphs Contribute to Robot Safety? A Few-Shot Learning Approach

Abdulrahman Althobaiti, Angel Ayala, JingYing Gao, Ali Almutairi, Mohammad Deghat, Imran Razzak, Francisco Cruz

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

From Medprompt to o1: Exploration of Run-Time Strategies for Medical Challenge Problems and Beyond

Harsha Nori, Naoto Usuyama, Nicholas King, Scott Mayer McKinney, Xavier Fernandes, Sheng Zhang, Eric Horvitz

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

Comments 25 pages

LLMs for Domain Generation Algorithm Detection

Reynier Leyva La O, Carlos A. Catania, Tatiana Parlanti

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

Modeling Human Subjectivity in LLMs Using Explicit and Implicit Human Factors in Personas

Salvatore Giorgi, Tingting Liu, Ankit Aich, Kelsey Isman, Garrick Sherman, Zachary Fried, João Sedoc, Lyle H. Ungar, Brenda Curtis

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

Comments Accepted at Findings of EMNLP 2024

Using off-the-shelf LLMs to query enterprise data by progressively revealing ontologies

C. Civili, E. Sherkhonov, R. E. K. Stirewalt

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

Comments 5 pages

Towards Human-Level Text Coding with LLMs: The Case of Fatherhood Roles in Public Policy Documents

Lorenzo Lupo, Oscar Magnusson, Dirk Hovy, Elin Naurin, Lena Wängnerud

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

Accuracy and Consistency of LLMs in the Registered Dietitian Exam: The Impact of Prompt Engineering and Knowledge Retrieval

Iman Azimi, Mohan Qi, Li Wang, Amir M. Rahmani, Youlin Li

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