RAG / 检索增强生成

Studying Large Language Model Behaviors Under Context-Memory Conflicts With Real Documents

Evgenii Kortukov, Alexander Rubinstein, Elisa Nguyen, Seong Joon Oh

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

VectorSearch: Enhancing Document Retrieval with Semantic Embeddings and Optimized Search

Solmaz Seyed Monir, Irene Lau, Shubing Yang, Dongfang Zhao

专题命中 检索器与排序 ：vector search(abstract)；分类 cs.IR、cs.AI、cs.DB

Comments 10 pages, 14 figures

GenCRF: Generative Clustering and Reformulation Framework for Enhanced Intent-Driven Information Retrieval

Wonduk Seo, Haojie Zhang, Yueyang Zhang, Changhao Zhang, Songyao Duan, Lixin Su, Daiting Shi, Jiashu Zhao, Dawei Yin

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Generative AI in Data Center Networking: Fundamentals, Perspectives, and Case Study

Yinqiu Liu, Hongyang Du, Dusit Niyato, Jiawen Kang, Zehui Xiong, Yonggang Wen, Dong In Kim

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

Comments 9 pages

Enabling Cost-Effective UI Automation Testing with Retrieval-Based LLMs: A Case Study in WeChat

Sidong Feng, Haochuan Lu, Jianqin Jiang, Ting Xiong, Likun Huang, Yinglin Liang, Xiaoqin Li, Yuetang Deng, Aldeida Aleti

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

RISSOLE: Parameter-efficient Diffusion Models via Block-wise Generation and Retrieval-Guidance

Avideep Mukherjee, Soumya Banerjee, Piyush Rai, Vinay P. Namboodiri

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

vitaLITy 2: Reviewing Academic Literature Using Large Language Models

Hongye An, Arpit Narechania, Emily Wall, Kai Xu

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

Comments 7 pages, 4 figures, NLVIZ Workshop 2024 (IEEE VIS 2024)

A Primer on Generative AI for Telecom: From Theory to Practice

Xingqin Lin, Lopamudra Kundu, Chris Dick, Maria Amparo Canaveras Galdon, Janaki Vamaraju, Swastika Dutta, Vinay Raman

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

Comments 7 pages, 6 figures, submitted for possible publication

Robust Neural Information Retrieval: An Adversarial and Out-of-distribution Perspective

Yu-An Liu, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Survey paper

Retrieval Augmented Thought Process for Private Data Handling in Healthcare

Thomas Pouplin, Hao Sun, Samuel Holt, Mihaela van der Schaar

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

Comments 17 pages, 18 figures

RLCoder: Reinforcement Learning for Repository-Level Code Completion

Yanlin Wang, Yanli Wang, Daya Guo, Jiachi Chen, Ruikai Zhang, Yuchi Ma, Zibin Zheng

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；retriever(abstract)

Comments To appear at ICSE 2025

Journal ref 47th International Conference on Software Engineering (ICSE 2025)

RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records

Ran Xu, Wenqi Shi, Yue Yu, Yuchen Zhuang, Bowen Jin, May D. Wang, Joyce C. Ho, Carl Yang

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments ACL 2024 (Oral)

Journal ref ACL 2024

Scaling Retrieval-Based Language Models with a Trillion-Token Datastore

Rulin Shao, Jacqueline He, Akari Asai, Weijia Shi, Tim Dettmers, Sewon Min, Luke Zettlemoyer, Pang Wei Koh

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Generative AI for Low-Carbon Artificial Intelligence of Things with Large Language Models

Jinbo Wen, Ruichen Zhang, Dusit Niyato, Jiawen Kang, Hongyang Du, Yang Zhang, Zhu Han

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

Automated C/C++ Program Repair for High-Level Synthesis via Large Language Models

Kangwei Xu, Grace Li Zhang, Xunzhao Yin, Cheng Zhuo, Ulf Schlichtmann, Bing Li

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

Exploring the Capabilities and Limitations of Large Language Models in the Electric Energy Sector

Subir Majumder, Lin Dong, Fatemeh Doudi, Yuting Cai, Chao Tian, Dileep Kalathi, Kevin Ding, Anupam A. Thatte, Na Li, Le Xie

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

A Lightweight Framework for Adaptive Retrieval In Code Completion With Critique Model

Wenrui Zhang, Tiehang Fu, Ting Yuan, Ge Zhang, Dong Chen, Jie Wang

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

Exploring the Potential of Large Language Models for Automation in Technical Customer Service

Jochen Wulf, Juerg Meierhofer

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

Journal ref Proceedings of the Spring Servitization Conference (SSC2024)

Large Language Models (LLMs): Deployment, Tokenomics and Sustainability

Haiwei Dong, Shuang Xie

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

Comments Accepted by IEEE CTSoc-NCT

DocReLM: Mastering Document Retrieval with Language Model

Gengchen Wei, Xinle Pang, Tianning Zhang, Yu Sun, Xun Qian, Chen Lin, Han-Sen Zhong, Wanli Ouyang

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Neural Exec: Learning (and Learning from) Execution Triggers for Prompt Injection Attacks

Dario Pasquini, Martin Strohmeier, Carmela Troncoso

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

Comments v0.2

Apollonion: Profile-centric Dialog Agent

Shangyu Chen, Zibo Zhao, Yuanyuan Zhao, Xiang Li

专题命中 检索器与排序 ：knowledge retrieval(abstract)；分类 cs.IR、cs.CL、cs.AI

LLatrieval: LLM-Verified Retrieval for Verifiable Generation

Xiaonan Li, Changtai Zhu, Linyang Li, Zhangyue Yin, Tianxiang Sun, Xipeng Qiu

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted by NAACL 2024 (Main Conference)

Evaluating Robustness of Generative Search Engine on Adversarial Factual Questions

Xuming Hu, Xiaochuan Li, Junzhe Chen, Yinghui Li, Yangning Li, Xiaoguang Li, Yasheng Wang, Qun Liu, Lijie Wen, Philip S. Yu, Zhijiang Guo

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

Comments 21 pages, 7 figures, 4 tables

When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets

Orion Weller, Kyle Lo, David Wadden, Dawn Lawrie, Benjamin Van Durme, Arman Cohan, Luca Soldaini

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments EACL 2024 camera ready

Distillation Enhanced Generative Retrieval

Yongqi Li, Zhen Zhang, Wenjie Wang, Liqiang Nie, Wenjie Li, Tat-Seng Chua

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR、cs.CL、cs.AI

CADReN: Contextual Anchor-Driven Relational Network for Controllable Cross-Graphs Node Importance Estimation

Zijie Zhong, Yunhui Zhang, Ziyi Chang, Zengchang Qin

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments 8 pages, 6 figures

Explaining Autonomy: Enhancing Human-Robot Interaction through Explanation Generation with Large Language Models

David Sobrín-Hidalgo, Miguel A. González-Santamarta, Ángel M. Guerrero-Higueras, Francisco J. Rodríguez-Lera, Vicente Matellán-Olivera

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

Comments 26 pages, 15 Figures, 11 Tables. This paper is a preprint of an article submitted to the International Journal of Social Robotics

MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval

Qiao Jin, Won Kim, Qingyu Chen, Donald C. Comeau, Lana Yeganova, W. John Wilbur, Zhiyong Lu

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments The MedCPT code and API are available at https://github.com/ncbi/MedCPT

Hybrid and Collaborative Passage Reranking

Zongmeng Zhang, Wengang Zhou, Jiaxin Shi, Houqiang Li

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted to Findings of ACL 2023

Journal ref In Findings of the Association for Computational Linguistics: ACL 2023, pages 14003-14021