RAG / 检索增强生成 - arXivDaily 专题

2412.06827 2024-12-11 cs.LG cs.AI 57%

Enhancing LLMs for Physics Problem-Solving using Reinforcement Learning with Human-AI Feedback

Avinash Anand, Kritarth Prasad, Chhavi Kirtani, Ashwin R Nair, Mohit Gupta, Saloni Garg, Anurag Gautam, Snehal Buldeo, Rajiv Ratn Shah

专题命中检索器与排序：RAG(abstract)；分类 cs.AI

2412.05137 2024-12-09 cs.AI 57%

Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale?

Seyed Amin Tabatabaei, Sarah Fancher, Michael Parsons, Arian Askari

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

Comments This paper has been accepted at COLING 2025 (Industry Track)

2401.13509 2024-12-09 cs.IR 57%

TPRF: A Transformer-based Pseudo-Relevance Feedback Model for Efficient and Effective Retrieval

Hang Li, Chuting Yu, Ahmed Mourad, Bevan Koopman, Guido Zuccon

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

2412.03944 2024-12-06 cs.AI 57%

Chain-of-Thought in Large Language Models: Decoding, Projection, and Activation

Hao Yang, Qianghua Zhao, Lei Li

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

2412.03193 2024-12-05 cs.IR 57%

Beyond Questions: Leveraging ColBERT for Keyphrase Search

Jorge Gabín, Javier Parapar, Craig Macdonald

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

2412.00125 2024-12-03 cs.CL 57%

Efficient Learning Content Retrieval with Knowledge Injection

Batuhan Sariturk, Rabia Bayraktar, Merve Elmas Erdem

专题命中检索器与排序：RAG(abstract)；分类 cs.CL

2411.14465 2024-11-25 cs.CL cs.LG 57%

Testing Uncertainty of Large Language Models for Physics Knowledge and Reasoning

Elizaveta Reganova, Peter Steinbach

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

2411.05649 2024-11-19 cs.IR 57%

Harnessing High-Level Song Descriptors towards Natural Language-Based Music Recommendation

Elena V. Epure, Gabriel Meseguer-Brocal, Darius Afchar, Romain Hennequin

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

Journal ref 3rd Workshop on NLP for Music and Audio collocated with ISMIR 2024

2408.01585 2024-11-19 cs.SE cs.AI 57%

LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Zeyang Ma, Dong Jae Kim, Tse-Hsun Chen

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

2411.08148 2024-11-14 cs.AI 57%

Adaptive Meta-Learning for Robust Deepfake Detection: A Multi-Agent Framework to Data Drift and Model Generalization

Dinesh Srivasthav P, Badri Narayan Subudhi

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

2411.05928 2024-11-12 cs.CL 57%

Reducing Distraction in Long-Context Language Models by Focused Learning

Zijun Wu, Bingyuan Liu, Ran Yan, Lei Chen, Thomas Delteil

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

2411.04051 2024-11-07 cs.IR 57%

Reproducible Hybrid Time-Travel Retrieval in Evolving Corpora

Moritz Staudinger, Florina Piroi, Andreas Rauber

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

2410.07928 2024-11-07 cs.AI 57%

The Function-Representation Model of Computation

Alfredo Ibias, Hector Antona, Guillem Ramirez-Miranda, Enric Guinovart, Eduard Alarcon

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

2403.04317 2024-11-05 cs.LG cs.CL 57%

Online Adaptation of Language Models with a Memory of Amortized Contexts

Jihoon Tack, Jaehyung Kim, Eric Mitchell, Jinwoo Shin, Yee Whye Teh, Jonathan Richard Schwarz

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

Comments Published as a conference proceeding for NeurIPS 2024

2410.20301 2024-10-29 cs.IR 57%

WindTunnel -- A Framework for Community Aware Sampling of Large Corpora

Michael Iannelli

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

2410.12061 2024-10-29 cs.SI cs.AI 57%

CrediRAG: Network-Augmented Credibility-Based Retrieval for Misinformation Detection in Reddit

Ashwin Ram, Yigit Ege Bayiz, Arash Amini, Mustafa Munir, Radu Marculescu

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

2410.19084 2024-10-28 cs.CL 57%

GCoder: Improving Large Language Model for Generalized Graph Problem Solving

Qifan Zhang, Xiaobin Hong, Jianheng Tang, Nuo Chen, Yuhan Li, Wenzhong Li, Jing Tang, Jia Li

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

2410.18107 2024-10-25 cs.SE cs.AI 57%

In-Context Code-Text Learning for Bimodal Software Engineering

Xunzhu Tang, Liran Wang, Yonghui Liu, Linzheng Chai, Jian Yang, Zhoujun Li, Haoye Tian, Jacques Klein, Tegawende F. Bissyande

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

2410.16843 2024-10-23 cs.CL 57%

Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning

Zongmeng Zhang, Yufeng Shi, Jinhua Zhu, Wengang Zhou, Xiang Qi, Peng Zhang, Houqiang Li

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

Comments ICML 2024

Journal ref Proceedings of the 41st International Conference on Machine Learning, PMLR 235:59827-59850, 2024

2410.15222 2024-10-22 cs.AI hep-ex nucl-ex physics.comp-ph physics.med-ph 57%

AutoFLUKA: A Large Language Model Based Framework for Automating Monte Carlo Simulations in FLUKA

Zavier Ndum Ndum, Jian Tao, John Ford, Yang Liu

专题命中检索器与排序：RAG(abstract)；分类 cs.AI

Comments 58 pages including text, figures, references and appendices

2410.15107 2024-10-22 cs.CL 57%

Toward Robust RALMs: Revealing the Impact of Imperfect Retrieval on Retrieval-Augmented Language Models

Seong-Il Park, Jay-Yoon Lee

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

Comments Accepted for publication in Transactions of the Association for Computational Linguistics (TACL)

2404.18424 2024-10-22 cs.IR 57%

PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document Retrieval

Shengyao Zhuang, Xueguang Ma, Bevan Koopman, Jimmy Lin, Guido Zuccon

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

Comments EMNLP2024 main

2307.08803 2024-10-21 cs.IR 57%

Mixed-initiative Query Rewriting in Conversational Passage Retrieval

Dayu Yang, Yue Zhang, Hui Fang

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

Comments https://trec.nist.gov/pubs/trec31/papers/udel_fang.C.pdf

Journal ref Proceedings of the 31st Text REtrieval Conference (TREC 2022)

2410.13562 2024-10-18 cs.CL 57%

Enhancing Fact Retrieval in PLMs through Truthfulness

Paul Youssef, Jörg Schlötterer, Christin Seifert

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

2402.11129 2024-10-17 cs.CL 57%

BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering

Haoyu Wang, Ruirui Li, Haoming Jiang, Jinjin Tian, Zhengyang Wang, Chen Luo, Xianfeng Tang, Monica Cheng, Tuo Zhao, Jing Gao

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

Comments EMNLP 2024 main

2410.06606 2024-10-16 cs.CL cs.LG 57%

Dissecting Fine-Tuning Unlearning in Large Language Models

Yihuai Hong, Yuelin Zou, Lijie Hu, Ziqian Zeng, Di Wang, Haiqin Yang

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

Comments Accepted in EMNLP 2024 Main (Short paper)

2311.13538 2024-10-08 cs.AI cs.LG 57%

AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations

Zhicheng Yang, Yinya Huang, Jing Xiong, Liang Feng, Xiaodan Liang, Yiwei Wang, Jing Tang

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

Comments Findings of EMNLP 2024

2410.03829 2024-10-08 cs.CL 57%

Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of Misinformation

Chu Fei Luo, Radin Shayanfar, Rohan Bhambhoria, Samuel Dahan, Xiaodan Zhu

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

Comments 8.5 pages of main body, 20 pages total; Accepted to Findings of EMNLP 2024

2409.09009 2024-10-02 cs.CL 57%

Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach

Siqi Li, Danni Liu, Jan Niehues

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

Comments EMNLP 2024

2409.18644 2024-09-30 cs.CL 57%

Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases

T. Y. S. S. Santosh, Mohamed Hesham Elganayni, Stanisław Sójka, Matthias Grabmair

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

Comments Accepted to EMNLP Findings

1. 检索器与排序 4602 篇

Enhancing LLMs for Physics Problem-Solving using Reinforcement Learning with Human-AI Feedback

Can Large Language Models Serve as Effective Classifiers for Hierarchical Multi-Label Classification of Scientific Documents at Industrial Scale?

TPRF: A Transformer-based Pseudo-Relevance Feedback Model for Efficient and Effective Retrieval

Chain-of-Thought in Large Language Models: Decoding, Projection, and Activation

Beyond Questions: Leveraging ColBERT for Keyphrase Search

Efficient Learning Content Retrieval with Knowledge Injection

Testing Uncertainty of Large Language Models for Physics Knowledge and Reasoning

Harnessing High-Level Song Descriptors towards Natural Language-Based Music Recommendation

LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Adaptive Meta-Learning for Robust Deepfake Detection: A Multi-Agent Framework to Data Drift and Model Generalization

Reducing Distraction in Long-Context Language Models by Focused Learning

Reproducible Hybrid Time-Travel Retrieval in Evolving Corpora

The Function-Representation Model of Computation

Online Adaptation of Language Models with a Memory of Amortized Contexts

WindTunnel -- A Framework for Community Aware Sampling of Large Corpora

CrediRAG: Network-Augmented Credibility-Based Retrieval for Misinformation Detection in Reddit

GCoder: Improving Large Language Model for Generalized Graph Problem Solving

In-Context Code-Text Learning for Bimodal Software Engineering

Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning

AutoFLUKA: A Large Language Model Based Framework for Automating Monte Carlo Simulations in FLUKA

Toward Robust RALMs: Revealing the Impact of Imperfect Retrieval on Retrieval-Augmented Language Models

PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document Retrieval

Mixed-initiative Query Rewriting in Conversational Passage Retrieval

Enhancing Fact Retrieval in PLMs through Truthfulness

BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering

Dissecting Fine-Tuning Unlearning in Large Language Models

AlignedCoT: Prompting Large Language Models via Native-Speaking Demonstrations

Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of Misinformation

Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration Approach

Incorporating Precedents for Legal Judgement Prediction on European Court of Human Rights Cases