RAG / 检索增强生成 - arXivDaily 专题

2306.06851 2025-01-13 cs.CL 70%

UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective Optimization

Yixia Li, Rong Xiang, Yanlin Song, Jing Li

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

Comments Accepted by IEEE Transactions on Neural Networks and Learning Systems. Project page is live at https://uni-poll.github.io . Code are available at https://github.com/X1AOX1A/UniPoll

2411.15577 2024-12-30 cs.CL 70%

From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive Grammars

Albert Kornilov, Tatiana Shavrina

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

Comments submitted to COLING 2025

2308.10462 2024-12-30 cs.SE cs.CL cs.LG 70%

Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

Martin Weyssow, Xin Zhou, Kisub Kim, David Lo, Houari Sahraoui

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

2412.17964 2024-12-25 cs.AI 70%

Dynamic Multi-Agent Orchestration and Retrieval for Multi-Source Question-Answer Systems using Large Language Models

Antony Seabra, Claudio Cavalcante, Joao Nepomuceno, Lucas Lago, Nicolaas Ruberg, Sergio Lifschitz

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

Comments International Conference on NLP, AI, Computer Science & Engineering (NLAICSE 2024)

2406.02746 2024-12-24 cs.CL 70%

RATT: A Thought Structure for Coherent and Correct LLM Reasoning

Jinghan Zhang, Xiting Wang, Weijieying Ren, Lu Jiang, Dongjie Wang, Kunpeng Liu

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

Comments Accepted by AAAI 2025

2406.13331 2024-12-23 cs.CL 70%

Improving Zero-shot LLM Re-Ranker with Risk Minimization

Xiaowei Yuan, Zhao Yang, Yequan Wang, Jun Zhao, Kang Liu

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

Comments EMNLP 2024

2412.13924 2024-12-19 cs.CL cs.LG 70%

Language verY Rare for All

Ibrahim Merad, Amos Wolf, Ziad Mazzawi, Yannick Léo

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

2412.12364 2024-12-18 cs.SE cs.AI 70%

LogBabylon: A Unified Framework for Cross-Log File Integration and Analysis

Rabimba Karanjai, Yang Lu, Dana Alsagheer, Keshav Kasichainula, Lei Xu, Weidong Shi, Shou-Hsuan Stephen Huang

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

2405.19670 2024-12-12 cs.CL 70%

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Yutao Zhu, Zhaoheng Huang, Zhicheng Dou, Ji-Rong Wen

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

Comments Accepted by AAAI 2025, repo: https://github.com/DaoD/SPRING/

2412.06078 2024-12-10 cs.IR cs.LG 70%

Mixture-of-PageRanks: Replacing Long-Context with Real-Time, Sparse GraphRAG

Nicholas Alonso, Beren Millidge

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

2402.18510 2024-12-10 cs.LG cs.CL stat.ML 70%

RNNs are not Transformers (Yet): The Key Bottleneck on In-context Retrieval

Kaiyue Wen, Xingyu Dang, Kaifeng Lyu

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

Comments 42 pages, 6 figures

2412.05187 2024-12-09 cs.AI cs.CV cs.HC cs.RO 70%

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot

Jinlin Wu, Xusheng Liang, Xuexue Bai, Zhen Chen

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

Comments This work is accepted by IEEE Big Data 2024

2412.04185 2024-12-06 cs.AI 70%

Leveraging Large Language Models to Generate Course-specific Semantically Annotated Learning Objects

Dominic Lohr, Marc Berges, Abhishek Chugh, Michael Kohlhase, Dennis Müller

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

Comments Accepted at Journal of Computer Assisted Learning (2024)

2412.03531 2024-12-05 cs.CL cs.LG 70%

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences

Gabriel Lino Garcia, João Renato Ribeiro Manesco, Pedro Henrique Paiola, Lucas Miranda, Maria Paola de Salvo, João Paulo Papa

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

Comments 9 pages, 1 table, 1 figure, conference paper

2412.02987 2024-12-05 cs.CL cs.CY 70%

Advancing Conversational Psychotherapy: Integrating Privacy, Dual-Memory, and Domain Expertise with Large Language Models

XiuYu Zhang, Zening Luo

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

Comments Accepted as a Poster at Statistical Foundations of LLMs and Foundation Models (NeurIPS 2024 Workshop)

2411.01022 2024-11-25 cs.CL 70%

Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output

Hithesh Sankararaman, Mohammed Nasheed Yasin, Tanner Sorensen, Alessandro Di Bari, Andreas Stolcke

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

Comments To appear in Proceedings of EMNLP 2024 Industry Track

Journal ref Proc. 2024 Conference on Empirical Methods in Natural Language Processing: Industry Track, pp. 1305-1313

2409.20181 2024-11-21 cs.CL 70%

Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models

Luohe Shi, Yao Yao, Zuchao Li, Lefei Zhang, Hai Zhao

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

Comments Accepted by the Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

2411.06493 2024-11-15 cs.CR cs.AI 70%

LProtector: An LLM-driven Vulnerability Detection System

Ze Sheng, Fenghua Wu, Xiangwu Zuo, Chao Li, Yuxin Qiao, Lei Hang

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

Comments 5 pages, 4 figures. This is a preprint version of the article. The final version will be published in the proceedings of the IEEE conference

2407.12036 2024-11-13 cs.CL cs.CV 70%

Exploring Advanced Large Language Models with LLMsuite

Giorgio Roffo

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

Comments Keywords: Language Model Benchmarking, Pre-Trained LLM Comparison, LLM Performance Analysis, NLP Model Evaluation Tools, Public Dataset Inference for LLMs, BLEU and ROUGE Metrics for LLM, Open Source LLM Testing Tools, Large Language Model Evaluation Software, NLP Benchmarking Suite, Comprehensive LLM Evaluation Toolkit

2411.05934 2024-11-12 cs.AI 70%

Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving

Saad Tahmid, Sourav Sarker

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

2411.05442 2024-11-11 cs.IR 70%

IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery

Dincy R. Arikkat, Abhinav M., Navya Binu, Parvathi M., Navya Biju, K. S. Arunima, Vinod P., Rafidha Rehiman K. A., Mauro Conti

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

2410.16229 2024-11-05 cs.CL 70%

Building A Coding Assistant via the Retrieval-Augmented Language Model

Xinze Li, Hanbin Wang, Zhenghao Liu, Shi Yu, Shuo Wang, Yukun Yan, Yukai Fu, Yu Gu, Ge Yu

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

2410.21067 2024-10-29 cs.CL 70%

CRAT: A Multi-Agent Framework for Causality-Enhanced Reflective and Retrieval-Augmented Translation with Large Language Models

Meiqi Chen, Fandong Meng, Yingxue Zhang, Yan Zhang, Jie Zhou

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

2410.15438 2024-10-22 cs.AI 70%

Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs

Xin Zhou, Ping Nie, Yiwen Guo, Haojie Wei, Zhanqiu Zhang, Pasquale Minervini, Ruotian Ma, Tao Gui, Qi Zhang, Xuanjing Huang

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

2410.11395 2024-10-16 cs.HC cs.AI 70%

Synthetic Interlocutors. Experiments with Generative AI to Prolong Ethnographic Encounters

Johan Irving Søltoft, Laura Kocksch, Anders Kristian Munk

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

2410.06628 2024-10-10 cs.IR 70%

Does Vec2Text Pose a New Corpus Poisoning Threat?

Shengyao Zhuang, Bevan Koopman, Guido Zuccon

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

Comments arXiv admin note: substantial text overlap with arXiv:2402.12784

2405.18111 2024-10-10 cs.CL 70%

ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator

Junda Zhu, Lingyong Yan, Haibo Shi, Dawei Yin, Lei Sha

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

Comments 18 pages

2410.05162 2024-10-08 cs.CL 70%

Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models

Mehrdad Farahani, Richard Johansson

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

Comments Accepted at EMNLP 2024

2407.08495 2024-10-07 cs.CL 70%

Investigating LLMs as Voting Assistants via Contextual Augmentation: A Case Study on the European Parliament Elections 2024

Ilias Chalkidis

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

Comments accepted to EMNLP 2024 as a short paper

2403.16820 2024-10-07 cs.CL 70%

Cross-lingual Contextualized Phrase Retrieval

Huayang Li, Deng Cai, Zhi Qu, Qu Cui, Hidetaka Kamigaito, Lemao Liu, Taro Watanabe

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

Comments Accepted to Findings of EMNLP 2024

1. 检索器与排序 4558 篇

UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective Optimization

From MTEB to MTOB: Retrieval-Augmented Classification for Descriptive Grammars

Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

Dynamic Multi-Agent Orchestration and Retrieval for Multi-Source Question-Answer Systems using Large Language Models

RATT: A Thought Structure for Coherent and Correct LLM Reasoning

Improving Zero-shot LLM Re-Ranker with Risk Minimization

Language verY Rare for All

LogBabylon: A Unified Framework for Cross-Log File Integration and Analysis

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Mixture-of-PageRanks: Replacing Long-Context with Real-Time, Sparse GraphRAG

RNNs are not Transformers (Yet): The Key Bottleneck on In-context Retrieval

SurgBox: Agent-Driven Operating Room Sandbox with Surgery Copilot

Leveraging Large Language Models to Generate Course-specific Semantically Annotated Learning Objects

A Review on Scientific Knowledge Extraction using Large Language Models in Biomedical Sciences

Advancing Conversational Psychotherapy: Integrating Privacy, Dual-Memory, and Domain Expertise with Large Language Models

Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output

Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models

LProtector: An LLM-driven Vulnerability Detection System

Exploring Advanced Large Language Models with LLMsuite

Qwen2.5-32B: Leveraging Self-Consistent Tool-Integrated Reasoning for Bengali Mathematical Olympiad Problem Solving

IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery

Building A Coding Assistant via the Retrieval-Augmented Language Model

CRAT: A Multi-Agent Framework for Causality-Enhanced Reflective and Retrieval-Augmented Translation with Large Language Models

Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs

Synthetic Interlocutors. Experiments with Generative AI to Prolong Ethnographic Encounters

Does Vec2Text Pose a New Corpus Poisoning Threat?

ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator

Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models

Investigating LLMs as Voting Assistants via Contextual Augmentation: A Case Study on the European Parliament Elections 2024

Cross-lingual Contextualized Phrase Retrieval