RAG / 检索增强生成 - arXivDaily 专题

2407.07061 2024-07-11 cs.CL 57%

Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence

Weize Chen, Ziming You, Ran Li, Yitong Guan, Chen Qian, Chenyang Zhao, Cheng Yang, Ruobing Xie, Zhiyuan Liu, Maosong Sun

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

Comments work in progress

2401.11509 2024-07-08 cs.IR 57%

Simple Domain Adaptation for Sparse Retrievers

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

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

Comments Accepted at ECIR 2024

Journal ref Advances in Information Retrieval. ECIR 2024. Lecture Notes in Computer Science, vol 14610

2406.20041 2024-07-03 cs.MA cs.AI 57%

BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration

Noel Crawford, Edward B. Duffy, Iman Evazzade, Torsten Foehr, Gregory Robbins, Debbrata Kumar Saha, Jiya Varma, Marcin Ziolkowski

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

Comments 24 pages. 21 PDF images

2403.04666 2024-06-26 cs.CL cs.LG 57%

Telecom Language Models: Must They Be Large?

Nicola Piovesan, Antonio De Domenico, Fadhel Ayed

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

2406.15657 2024-06-25 cs.IR 57%

FIRST: Faster Improved Listwise Reranking with Single Token Decoding

Revanth Gangi Reddy, JaeHyeok Doo, Yifei Xu, Md Arafat Sultan, Deevya Swain, Avirup Sil, Heng Ji

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

Comments Preprint

2406.14739 2024-06-24 cs.CL 57%

Learning to Retrieve Iteratively for In-Context Learning

Yunmo Chen, Tongfei Chen, Harsh Jhamtani, Patrick Xia, Richard Shin, Jason Eisner, Benjamin Van Durme

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

2406.12896 2024-06-21 cs.AI cs.CY cs.LG 57%

Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing

Jiajun Cui, Hong Qian, Bo Jiang, Wei Zhang

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

Comments Preprint, accepted to appear in SIGKDD 2024, 12 pages. The source code is available at https://github.com/JJCui96/GRKT. Keywords: interpretable knowledge tracing, student behavior modeling, intelligence education

2401.15724 2024-06-21 cs.CL 57%

RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses

Sahil Girhepuje, Siva Sankar Sajeev, Purvam Jain, Arya Sikder, Adithya Rama Varma, Ryan George, Akshay Govind Srinivasan, Mahendra Kurup, Ashmit Sinha, Sudip Mondal

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

2406.10991 2024-06-18 cs.CL 57%

Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers

Tianhua Zhang, Kun Li, Hongyin Luo, Xixin Wu, James Glass, Helen Meng

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

2405.17053 2024-06-18 cs.NI cs.AI cs.LG 57%

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence

Jiawei Shao, Jingwen Tong, Qiong Wu, Wei Guo, Zijian Li, Zehong Lin, Jun Zhang

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

2305.11859 2024-06-18 cs.CL 57%

Complex Claim Verification with Evidence Retrieved in the Wild

Jifan Chen, Grace Kim, Aniruddh Sriram, Greg Durrett, Eunsol Choi

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

Comments NAACL 2024

2406.07136 2024-06-12 cs.IR 57%

Progressive Query Expansion for Retrieval Over Cost-constrained Data Sources

Muhammad Shihab Rashid, Jannat Ara Meem, Yue Dong, Vagelis Hristidis

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

2402.08327 2024-06-06 cs.CL 57%

PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers

Weizhe Lin, Jingbiao Mei, Jinghong Chen, Bill Byrne

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

Comments ACL 2024; Project page: https://preflmr.github.io/

2405.19749 2024-06-05 cs.IR 57%

Generating Query Recommendations via LLMs

Andrea Bacciu, Enrico Palumbo, Andreas Damianou, Nicola Tonellotto, Fabrizio Silvestri

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

Comments Generating Query Recommendations via LLMs

2406.01070 2024-06-04 cs.CL 57%

Guiding ChatGPT to Generate Salient Domain Summaries

Jun Gao, Ziqiang Cao, Shaoyao Huang, Luozheng Qin, Chunhui Ai

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

2405.18035 2024-05-30 cs.CL 57%

Instruction Tuning with Retrieval-based Examples Ranking for Aspect-based Sentiment Analysis

Guangmin Zheng, Jin Wang, Liang-Chih Yu, Xuejie Zhang

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

Comments ACL Findings 2024

2405.14062 2024-05-24 cs.AI cs.LG 57%

ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles

Jiawei Zhang, Chejian Xu, Bo Li

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

Comments The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

2405.01868 2024-05-06 cs.CL 57%

Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems

Chuang Li, Yang Deng, Hengchang Hu, Min-Yen Kan, Haizhou Li

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

Comments Main paper 8 pages; References and Appendix 9 pages; 7 figures and 14 tables

2405.00465 2024-05-06 cs.CL 57%

BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine

Mingchen Li, Halil Kilicoglu, Hua Xu, Rui Zhang

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

2308.10025 2024-04-26 cs.CL 57%

I3: Intent-Introspective Retrieval Conditioned on Instructions

Kaihang Pan, Juncheng Li, Wenjie Wang, Hao Fei, Hongye Song, Wei Ji, Jun Lin, Xiaozhong Liu, Tat-Seng Chua, Siliang Tang

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

Comments Accepted by SIGIR 2024

2404.14779 2024-04-24 cs.CL 57%

Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Clément Christophe, Praveen K Kanithi, Prateek Munjal, Tathagata Raha, Nasir Hayat, Ronnie Rajan, Ahmed Al-Mahrooqi, Avani Gupta, Muhammad Umar Salman, Gurpreet Gosal, Bhargav Kanakiya, Charles Chen, Natalia Vassilieva, Boulbaba Ben Amor, Marco AF Pimentel, Shadab Khan

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

Comments Published at AAAI 2024 Spring Symposium - Clinical Foundation Models

2402.13576 2024-04-24 cs.CV cs.IR 57%

Improving Video Corpus Moment Retrieval with Partial Relevance Enhancement

Danyang Hou, Liang Pang, Huawei Shen, Xueqi Cheng

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

Comments camera-ready version of ACM ICMR 2024

2404.07470 2024-04-12 cs.CL 57%

Scalable Language Model with Generalized Continual Learning

Bohao Peng, Zhuotao Tian, Shu Liu, Mingchang Yang, Jiaya Jia

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

Comments The Twelfth International Conference on Learning Representations

2402.13043 2024-04-04 cs.CL 57%

Effective and Efficient Conversation Retrieval for Dialogue State Tracking with Implicit Text Summaries

Seanie Lee, Jianpeng Cheng, Joris Driesen, Alexandru Coca, Anders Johannsen

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

Comments NAACL 2024

2403.18671 2024-03-28 cs.CL cs.LG 57%

Fact Checking Beyond Training Set

Payam Karisani, Heng Ji

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

Comments NAACL 2024

2403.14258 2024-03-22 cs.CL 57%

LLM-based Extraction of Contradictions from Patents

Stefan Trapp, Joachim Warschat

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

Comments 10 pages, 2 tables

2403.13468 2024-03-21 cs.IR 57%

DESIRE-ME: Domain-Enhanced Supervised Information REtrieval using Mixture-of-Experts

Pranav Kasela, Gabriella Pasi, Raffaele Perego, Nicola Tonellotto

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

Comments Accepted at the 46th European Conference on Information Retrieval (ECIR 2024)

2403.13291 2024-03-21 cs.IR 57%

An Analysis on Matching Mechanisms and Token Pruning for Late-interaction Models

Qi Liu, Gang Guo, Jiaxin Mao, Zhicheng Dou, Ji-Rong Wen, Hao Jiang, Xinyu Zhang, Zhao Cao

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

Comments Accepted by ACM Transactions on Information Systems

2403.11671 2024-03-19 cs.AR cs.AI cs.CE cs.LG cs.SE 57%

HDLdebugger: Streamlining HDL debugging with Large Language Models

Xufeng Yao, Haoyang Li, Tsz Ho Chan, Wenyi Xiao, Mingxuan Yuan, Yu Huang, Lei Chen, Bei Yu

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

Comments 13 pages,5 figures

2403.10939 2024-03-19 cs.IR 57%

Improving the Robustness of Dense Retrievers Against Typos via Multi-Positive Contrastive Learning

Georgios Sidiropoulos, Evangelos Kanoulas

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

Comments Accepted at the 46th European Conference on Information Retrieval (ECIR 2024)

1. 检索器与排序 4602 篇

Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence

Simple Domain Adaptation for Sparse Retrievers

BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration

Telecom Language Models: Must They Be Large?

FIRST: Faster Improved Listwise Reranking with Single Token Decoding

Learning to Retrieve Iteratively for In-Context Learning

Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing

RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses

Adaptive Query Rewriting: Aligning Rewriters through Marginal Probability of Conversational Answers

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence

Complex Claim Verification with Evidence Retrieved in the Wild

Progressive Query Expansion for Retrieval Over Cost-constrained Data Sources

PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers

Generating Query Recommendations via LLMs

Guiding ChatGPT to Generate Salient Domain Summaries

Instruction Tuning with Retrieval-based Examples Ranking for Aspect-based Sentiment Analysis

ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles

Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems

BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine

I3: Intent-Introspective Retrieval Conditioned on Instructions

Med42 -- Evaluating Fine-Tuning Strategies for Medical LLMs: Full-Parameter vs. Parameter-Efficient Approaches

Improving Video Corpus Moment Retrieval with Partial Relevance Enhancement

Scalable Language Model with Generalized Continual Learning

Effective and Efficient Conversation Retrieval for Dialogue State Tracking with Implicit Text Summaries

Fact Checking Beyond Training Set

LLM-based Extraction of Contradictions from Patents

DESIRE-ME: Domain-Enhanced Supervised Information REtrieval using Mixture-of-Experts

An Analysis on Matching Mechanisms and Token Pruning for Late-interaction Models

HDLdebugger: Streamlining HDL debugging with Large Language Models

Improving the Robustness of Dense Retrievers Against Typos via Multi-Positive Contrastive Learning