RAG / 检索增强生成 - arXivDaily 专题

2407.20668 2024-07-31 cs.AI 70%

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.'

2407.14609 2024-07-23 cs.CL 70%

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

2407.13511 2024-07-19 cs.CL 70%

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

2406.19309 2024-07-08 cs.IR 70%

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

2407.01110 2024-07-02 cs.CR cs.AI cs.CY cs.LG 70%

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)

2406.19417 2024-07-01 cs.CR cs.AI 70%

"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

2406.17186 2024-06-28 cs.CL cs.CY 70%

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

2406.18134 2024-06-27 cs.CL 70%

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

2406.16252 2024-06-26 cs.LG cs.AI 70%

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

2406.16367 2024-06-25 cs.IR 70%

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

2404.10496 2024-06-25 cs.IR 70%

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

2406.02266 2024-06-05 cs.CL 70%

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

2403.10059 2024-06-05 cs.SE cs.CL 70%

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

2406.00031 2024-06-04 cs.CL cs.LG 70%

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

2310.13848 2024-06-04 cs.IR 70%

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)

2405.20978 2024-06-03 cs.AI 70%

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

2405.17602 2024-05-29 cs.IR 70%

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

2405.08120 2024-05-15 cs.ET cs.AI 70%

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

2405.00330 2024-05-02 cs.CY cs.AI 70%

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

2404.17897 2024-04-30 cs.CL 70%

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

2404.17196 2024-04-29 cs.CR cs.AI 70%

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

2402.17231 2024-04-04 cs.CL 70%

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

2403.12582 2024-03-20 cs.CL 70%

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

2403.11366 2024-03-20 cs.LG cs.CL cs.DC 70%

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

2310.04963 2024-03-12 cs.AI 70%

LLM4VV: Developing LLM-Driven Testsuite for Compiler Validation

Christian Munley, Aaron Jarmusch, Sunita Chandrasekaran

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

2402.14318 2024-02-23 cs.CL 70%

Assessing generalization capability of text ranking models in Polish

Sławomir Dadas, Małgorzata Grębowiec

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

2312.16821 2023-12-29 cs.IR 70%

A Multi-level Distillation based Dense Passage Retrieval Model

Haifeng Li, Mo Hai, Dong Tang

专题命中检索器与排序：retriever(abstract)；dense retrieval(abstract)；分类 cs.IR

2311.17722 2023-11-30 cs.CL cs.LG 70%

SenTest: Evaluating Robustness of Sentence Encoders

Tanmay Chavan, Shantanu Patankar, Aditya Kane, Omkar Gokhale, Geetanjali Kale, Raviraj Joshi

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

2309.17133 2023-10-31 cs.CL cs.CV 70%

Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering

Weizhe Lin, Jinghong Chen, Jingbiao Mei, Alexandru Coca, Bill Byrne

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

Comments To appear at NeurIPS 2023. This is the camera-ready version. We fixed some numbers and added more experiments to address reviewers' comments

2310.10445 2023-10-17 cs.CL cond-mat.mtrl-sci 70%

MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities

Markus J. Buehler

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

1. 检索器与排序 4552 篇

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

Adversarial Databases Improve Success in Retrieval-based Large Language Models

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

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

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

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

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

Assessing "Implicit" Retrieval Robustness of Large Language Models

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

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

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

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

Repoformer: Selective Retrieval for Repository-Level Code Completion

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

FABULA: Intelligence Report Generation Using Retrieval-Augmented Narrative Construction

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

Augmenting Textual Generation via Topology Aware Retrieval

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

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

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

Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications

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

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

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

LLM4VV: Developing LLM-Driven Testsuite for Compiler Validation

Assessing generalization capability of text ranking models in Polish

A Multi-level Distillation based Dense Passage Retrieval Model

SenTest: Evaluating Robustness of Sentence Encoders

Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering

MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities