RAG / 检索增强生成

"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

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

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

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

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

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

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

Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question Answering

Yung-Sung Chuang, Wei Fang, Shang-Wen Li, Wen-tau Yih, James Glass

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

Comments ACL 2023 long paper (Findings)

Zero-Shot Retrieval with Search Agents and Hybrid Environments

Michelle Chen Huebscher, Christian Buck, Massimiliano Ciaramita, Sascha Rothe

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

Augmenting Zero-Shot Dense Retrievers with Plug-in Mixture-of-Memories

Suyu Ge, Chenyan Xiong, Corby Rosset, Arnold Overwijk, Jiawei Han, Paul Bennett

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

CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation

Tanay Dixit, Bhargavi Paranjape, Hannaneh Hajishirzi, Luke Zettlemoyer

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

Comments Findings EMNLP 2022

Contextualized Query Embeddings for Conversational Search

Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin

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

Comments Published in EMNLP 2021