RAG / 检索增强生成

OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs

Jintian Zhang, Cheng Peng, Mengshu Sun, Xiang Chen, Lei Liang, Zhiqiang Zhang, Jun Zhou, Huajun Chen, Ningyu Zhang

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

Comments EMNLP 2024 Findings; code is available at https://github.com/zjunlp/OneGen

ClimRetrieve: A Benchmarking Dataset for Information Retrieval from Corporate Climate Disclosures

Tobias Schimanski, Jingwei Ni, Roberto Spacey, Nicola Ranger, Markus Leippold

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

TongGu: Mastering Classical Chinese Understanding with Knowledge-Grounded Large Language Models

Jiahuan Cao, Dezhi Peng, Peirong Zhang, Yongxin Shi, Yang Liu, Kai Ding, Lianwen Jin

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

PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning Methods

Yiying Wang, Xiaojing Li, Binzhu Wang, Yueyang Zhou, Yingru Lin, Han Ji, Hong Chen, Jinshi Zhang, Fei Yu, Zewei Zhao, Song Jin, Renji Gong, Wanqing Xu

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

Meta Knowledge for Retrieval Augmented Large Language Models

Laurent Mombaerts, Terry Ding, Adi Banerjee, Florian Felice, Jonathan Taws, Tarik Borogovac

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

Comments Accepted in Workshop on Generative AI for Recommender Systems and Personalization, KDD 2024

Context-augmented Retrieval: A Novel Framework for Fast Information Retrieval based Response Generation using Large Language Model

Sai Ganesh, Anupam Purwar, Gautam B

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

Comments Because the dataset in which the model was trained upon wasn't consistent across different sections so it was preferred to delete this preprint

Mimicking the Mavens: Agent-based Opinion Synthesis and Emotion Prediction for Social Media Influencers

Qinglan Wei, Ruiqi Xue, Yutian Wang, Hongjiang Xiao, Yuhao Wang, Xiaoyan Duan

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

Comments Upon acceptance of the article by IEEE, the preprint article must be replaced with the accepted version, as described in the section 'Accepted article.'

Adversarial Databases Improve Success in Retrieval-based Large Language Models

Sean Wu, Michael Koo, Li Yo Kao, Andy Black, Lesley Blum, Fabien Scalzo, Ira Kurtz

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

Comments 24 pages, 3 figures, 11 tables

Can Open-Source LLMs Compete with Commercial Models? Exploring the Few-Shot Performance of Current GPT Models in Biomedical Tasks

Samy Ateia, Udo Kruschwitz

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

Comments Version as accepted at the BioASQ Lab at CLEF 2024

Which Neurons Matter in IR? Applying Integrated Gradients-based Methods to Understand Cross-Encoders

Mathias Vast, Basile Van Cooten, Laure Soulier, Benjamin Piwowarski

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

Comments Accepted at ICTIR 2024

SecGenAI: Enhancing Security of Cloud-based Generative AI Applications within Australian Critical Technologies of National Interest

Christoforus Yoga Haryanto, Minh Hieu Vu, Trung Duc Nguyen, Emily Lomempow, Yulia Nurliana, Sona Taheri

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

Comments 10 pages, 4 figures, 9 tables, submitted to the 2024 11th International Conference on Soft Computing & Machine Intelligence (ISCMI 2024)

"Glue pizza and eat rocks" -- Exploiting Vulnerabilities in Retrieval-Augmented Generative Models

Zhen Tan, Chengshuai Zhao, Raha Moraffah, Yifan Li, Song Wang, Jundong Li, Tianlong Chen, Huan Liu

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

Comments Preprint

CLERC: A Dataset for Legal Case Retrieval and Retrieval-Augmented Analysis Generation

Abe Bohan Hou, Orion Weller, Guanghui Qin, Eugene Yang, Dawn Lawrie, Nils Holzenberger, Andrew Blair-Stanek, Benjamin Van Durme

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

Assessing "Implicit" Retrieval Robustness of Large Language Models

Xiaoyu Shen, Rexhina Blloshmi, Dawei Zhu, Jiahuan Pei, Wei Zhang

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

Graph-Augmented LLMs for Personalized Health Insights: A Case Study in Sleep Analysis

Ajan Subramanian, Zhongqi Yang, Iman Azimi, Amir M. Rahmani

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

On the Role of Long-tail Knowledge in Retrieval Augmented Large Language Models

Dongyang Li, Junbing Yan, Taolin Zhang, Chengyu Wang, Xiaofeng He, Longtao Huang, Hui Xue, Jun Huang

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

Spiral of Silence: How is Large Language Model Killing Information Retrieval? -- A Case Study on Open Domain Question Answering

Xiaoyang Chen, Ben He, Hongyu Lin, Xianpei Han, Tianshu Wang, Boxi Cao, Le Sun, Yingfei Sun

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

Comments Accepted to ACL2024

Enhancing Retrieval-Augmented LMs with a Two-stage Consistency Learning Compressor

Chuankai Xu, Dongming Zhao, Bo Wang, Hanwen Xing

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

Repoformer: Selective Retrieval for Repository-Level Code Completion

Di Wu, Wasi Uddin Ahmad, Dejiao Zhang, Murali Krishna Ramanathan, Xiaofei Ma

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

Comments ICML 2024

AMGPT: a Large Language Model for Contextual Querying in Additive Manufacturing

Achuth Chandrasekhar, Jonathan Chan, Francis Ogoke, Olabode Ajenifujah, Amir Barati Farimani

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

Comments 54 pages, 4 figures

FABULA: Intelligence Report Generation Using Retrieval-Augmented Narrative Construction

Priyanka Ranade, Anupam Joshi

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

Journal ref 2023 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)

Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training

Feiteng Fang, Yuelin Bai, Shiwen Ni, Min Yang, Xiaojun Chen, Ruifeng Xu

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

Journal ref ACL 2024, Main Conference

Augmenting Textual Generation via Topology Aware Retrieval

Yu Wang, Nedim Lipka, Ruiyi Zhang, Alexa Siu, Yuying Zhao, Bo Ni, Xin Wang, Ryan Rossi, Tyler Derr

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

From Questions to Insightful Answers: Building an Informed Chatbot for University Resources

Subash Neupane, Elias Hossain, Jason Keith, Himanshu Tripathi, Farbod Ghiasi, Noorbakhsh Amiri Golilarz, Amin Amirlatifi, Sudip Mittal, Shahram Rahimi

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

Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'

Syed Hasib Akhter Faruqui, Nazia Tasnim, Iftekhar Ibne Basith, Suleiman Obeidat, Faruk Yildiz

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

Comments Accepted in ASEE Annual Conference 2024

Tool Calling: Enhancing Medication Consultation via Retrieval-Augmented Large Language Models

Zhongzhen Huang, Kui Xue, Yongqi Fan, Linjie Mu, Ruoyu Liu, Tong Ruan, Shaoting Zhang, Xiaofan Zhang

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

Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications

Quan Zhang, Binqi Zeng, Chijin Zhou, Gwihwan Go, Heyuan Shi, Yu Jiang

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

MATHSENSEI: A Tool-Augmented Large Language Model for Mathematical Reasoning

Debrup Das, Debopriyo Banerjee, Somak Aditya, Ashish Kulkarni

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

AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework

Xiang Li, Zhenyu Li, Chen Shi, Yong Xu, Qing Du, Mingkui Tan, Jun Huang, Wei Lin

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

Comments COLING 2024. The first three authors contributed equally. Project website: https://github.com/AlphaFin-proj/AlphaFin

JORA: JAX Tensor-Parallel LoRA Library for Retrieval Augmented Fine-Tuning

Anique Tahir, Lu Cheng, Huan Liu

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