RAG / 检索增强生成

LLM-driven Effective Knowledge Tracing by Integrating Dual-channel Difficulty

Jiahui Cen, Jianghao Lin, Weixuan Zhong, Dong Zhou, Jin Chen, Aimin Yang, Yongmei Zhou

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments During a careful review of our base-experiment results, we discovered a possible error in the way some data were recorded. To ensure the integrity and accuracy of our work, we must correct these results and revise the corresponding analysis before making the manuscript publicly available

LLMpatronous: Harnessing the Power of LLMs For Vulnerability Detection

Rajesh Yarra

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Towards Explainable Network Intrusion Detection using Large Language Models

Paul R. B. Houssel, Priyanka Singh, Siamak Layeghy, Marius Portmann

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Enhancing Autonomous Driving Systems with On-Board Deployed Large Language Models

Nicolas Baumann, Cheng Hu, Paviththiren Sivasothilingam, Haotong Qin, Lei Xie, Michele Magno, Luca Benini

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.AI

ReZero: Enhancing LLM search ability by trying one-more-time

Alan Dao, Thinh Le

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Do "New Snow Tablets" Contain Snow? Large Language Models Over-Rely on Names to Identify Ingredients of Chinese Drugs

Sifan Li, Yujun Cai, Bryan Hooi, Nanyun Peng, Yiwei Wang

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

RTLRepoCoder: Repository-Level RTL Code Completion through the Combination of Fine-Tuning and Retrieval Augmentation

Peiyang Wu, Nan Guo, Junliang Lv, Xiao Xiao, Xiaochun Ye

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Evaluating Retrieval Augmented Generative Models for Document Queries in Transportation Safety

Chad Melton, Alex Sorokine, Steve Peterson

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments 14 pages, 3 Figures, 3 tables

Can we repurpose multiple-choice question-answering models to rerank retrieved documents?

Jasper Kyle Catapang

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR

Comments Accepted to The 38th Pacific Asia Conference on Language, Information and Computation; PACLIC 38 (2024)

Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations

Leonardo Ranaldi, Federico Ranaldi, Fabio Massimo Zanzotto, Barry Haddow, Alexandra Birch

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Contextual Augmented Multi-Model Programming (CAMP): A Hybrid Local-Cloud Copilot Framework

Yuchen Wang, Shangxin Guo, Chee Wei Tan

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments This work is accepted to IEEE CAI2025

Adapting Large Language Models for Multi-Domain Retrieval-Augmented-Generation

Alexandre Misrahi, Nadezhda Chirkova, Maxime Louis, Vassilina Nikoulina

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments 25 pages, 8 figures, 21 tables

LLM-Assisted Proactive Threat Intelligence for Automated Reasoning

Shuva Paul, Farhad Alemi, Richard Macwan

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments 10 Pages, 1 Figure

SalesRLAgent: A Reinforcement Learning Approach for Real-Time Sales Conversion Prediction and Optimization

Nandakishor M

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.AI

GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement

Jerry Xu, Justin Wang, Joley Leung, Jasmine Gu

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Journal ref 2024 IEEE International Conference on Big Data (BigData), Washington DC, USA, 2024, pp. 7438-7442

Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems

Yuelyu Ji, Hang Zhang, Yanshan Wang

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning

Sichun Luo, Jian Xu, Xiaojie Zhang, Linrong Wang, Sicong Liu, Hanxu Hou, Linqi Song

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.IR

Comments arXiv admin note: substantial text overlap with arXiv:2502.06101

Fact-checking AI-generated news reports: Can LLMs catch their own lies?

Jiayi Yao, Haibo Sun, Nianwen Xue

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Privacy-Enhancing Paradigms within Federated Multi-Agent Systems

Zitong Shi, Guancheng Wan, Wenke Huang, Guibin Zhang, Jiawei Shao, Mang Ye, Carl Yang

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

LLM-based Corroborating and Refuting Evidence Retrieval for Scientific Claim Verification

Siyuan Wang, James R. Foulds, Md Osman Gani, Shimei Pan

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

TPU-Gen: LLM-Driven Custom Tensor Processing Unit Generator

Deepak Vungarala, Mohammed E. Elbtity, Sumiya Syed, Sakila Alam, Kartik Pandit, Arnob Ghosh, Ramtin Zand, Shaahin Angizi

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments 8 Pages, 9 Figures, 5 Tables

Personalized Text Generation with Contrastive Activation Steering

Jinghao Zhang, Yuting Liu, Wenjie Wang, Qiang Liu, Shu Wu, Liang Wang, Tat-Seng Chua

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Interpersonal Memory Matters: A New Task for Proactive Dialogue Utilizing Conversational History

Bowen Wu, Wenqing Wang, Haoran Li, Ying Li, Jingsong Yu, Baoxun Wang

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

CodeRAG-Bench: Can Retrieval Augment Code Generation?

Zora Zhiruo Wang, Akari Asai, Xinyan Velocity Yu, Frank F. Xu, Yiqing Xie, Graham Neubig, Daniel Fried

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

A Hybrid Approach to Information Retrieval and Answer Generation for Regulatory Texts

Jhon Rayo, Raul de la Rosa, Mario Garrido

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments 5 pages; Workshop paper; Proceedings of the 1st Regulatory NLP Workshop (RegNLP 2025)

Journal ref Proceedings of the 1st Regulatory NLP Workshop, RegNLP 2025, Abu Dhabi, UAE, vol. 1, January 2025, pp. 31-35

RAD-Bench: Evaluating Large Language Models Capabilities in Retrieval Augmented Dialogues

Tzu-Lin Kuo, Feng-Ting Liao, Mu-Wei Hsieh, Fu-Chieh Chang, Po-Chun Hsu, Da-Shan Shiu

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Retrieval-Augmented Speech Recognition Approach for Domain Challenges

Peng Shen, Xugang Lu, Hisashi Kawai

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home

Viktor Moskvoretskii, Maria Lysyuk, Mikhail Salnikov, Nikolay Ivanov, Sergey Pletenev, Daria Galimzianova, Nikita Krayko, Vasily Konovalov, Irina Nikishina, Alexander Panchenko

专题命中 检索器与排序 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Comments The code and data are at https://github.com/s-nlp/AdaRAGUE

SmartLLM: Smart Contract Auditing using Custom Generative AI

Jun Kevin, Pujianto Yugopuspito

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Efficient OpAmp Adaptation for Zoom Attention to Golden Contexts

Haoyuan Wu, Rui Ming, Haisheng Zheng, Zhuolun He, Bei Yu

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL