Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 5201–5225 of 14297 papers

Title	Date	Tasks	Status	Score
Fine-Tuning and Retrieval Augmented Generation for Question Answering Using Affordable Large Language Models	May 1, 2024	Question AnsweringRetrieval	CodeCode Available	5
12-in-1: Multi-Task Vision and Language Representation Learning	Dec 5, 2019	10-shot image generationImage Retrieval	CodeCode Available	5
FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models	Feb 16, 2024	Decision MakingFinancial Analysis	CodeCode Available	5
FixMyPose: Pose Correctional Captioning and Retrieval	Apr 4, 2021	Pose RetrievalRetrieval	CodeCode Available	5
Adversarial Style Augmentation for Domain Generalization	Jan 30, 2023	domain classificationDomain Generalization	CodeCode Available	5
Fine-Grained Relevance Annotations for Multi-Task Document Ranking and Question Answering	Aug 12, 2020	Document RankingQuestion Answering	CodeCode Available	5
Informative and Representative Triplet Selection for Multilabel Remote Sensing Image Retrieval	May 8, 2021	Image RetrievalMetric Learning	CodeCode Available	5
Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-Answering	Jun 22, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	5
Combining a Context Aware Neural Network with a Denoising Autoencoder for Measuring String Similarities	Jul 16, 2018	DenoisingInformation Retrieval	CodeCode Available	5
Drill-down: Interactive Retrieval of Complex Scenes using Natural Language Queries	Nov 10, 2019	Image RetrievalNatural Language Queries	CodeCode Available	5
Fine-grained Apparel Classification and Retrieval without rich annotations	Nov 6, 2018	ClassificationGeneral Classification	CodeCode Available	5
NewsQuote: A Dataset Built on Quote Extraction and Attribution for Expert Recommendation in Fact-Checking	May 5, 2023	ArticlesFact Checking	CodeCode Available	5
DREW : Towards Robust Data Provenance by Leveraging Error-Controlled Watermarking	Jun 5, 2024	Retrieval	CodeCode Available	5
Finding beans in burgers: Deep semantic-visual embedding with localization	Apr 5, 2018	Cross-Modal RetrievalImage Captioning	CodeCode Available	5
Finding Needles in Emb(a)dding Haystacks: Legal Document Retrieval via Bagging and SVR Ensembles	Jan 9, 2025	Information RetrievalRetrieval	CodeCode Available	5
Finding Structure in Text, Genome and Other Symbolic Sequences	Jul 8, 2012	Information RetrievalLanguage Identification	CodeCode Available	5
Fine-Grained Image Captioning with Global-Local Discriminative Objective	Jul 21, 2020	DescriptiveImage Captioning	CodeCode Available	5
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAG	Mar 13, 2025	DiversityQuery-focused Summarization	CodeCode Available	5
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	Jul 29, 2024	Image-text RetrievalModel Selection	CodeCode Available	5
Combining Query Performance Predictors: A Reproducibility Study	Mar 31, 2025	PredictionRetrieval	CodeCode Available	5
Financial Report Chunking for Effective Retrieval Augmented Generation	Feb 5, 2024	Chunkingdocument understanding	CodeCode Available	5
DRAFT: Dense Retrieval Augmented Few-shot Topic classifier Framework	Dec 5, 2023	ClassificationIn-Context Learning	CodeCode Available	5
DPTDR: Deep Prompt Tuning for Dense Passage Retrieval	Aug 24, 2022	Language ModellingNatural Questions	CodeCode Available	5
Bridging the Domain Gap for Ground-to-Aerial Image Matching	Apr 24, 2019	Retrieval	CodeCode Available	5
DP-RDM: Adapting Diffusion Models to Private Domains Without Fine-Tuning	Mar 21, 2024	MemorizationRetrieval	CodeCode Available	5

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified