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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1761–1770 of 14297 papers

Title	Date	Tasks	Status	Hype
Cross-Modal Retrieval: A Systematic Review of Methods and Future Directions	Aug 28, 2023	Cross-Modal RetrievalRetrieval	CodeCode Available	1
Cross-modal Retrieval for Knowledge-based Visual Question Answering	Jan 11, 2024	Cross-Modal RetrievalQuestion Answering	CodeCode Available	1
Cross-Modal Fusion Distillation for Fine-Grained Sketch-Based Image Retrieval	Oct 19, 2022	Cross-Modal RetrievalImage Retrieval	CodeCode Available	1
A Deep Local and Global Scene-Graph Matching for Image-Text Retrieval	Jun 4, 2021	Graph MatchingImage Retrieval	CodeCode Available	1
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems	Oct 17, 2024	Answer GenerationLanguage Modeling	CodeCode Available	1
MIRFLEX: Music Information Retrieval Feature Library for Extraction	Nov 1, 2024	BenchmarkingInformation Retrieval	CodeCode Available	1
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA	May 2, 2020	Information RetrievalLanguage Modeling	CodeCode Available	1
Cross-Modal Hierarchical Modelling for Fine-Grained Sketch Based Image Retrieval	Jul 29, 2020	Image RetrievalRetrieval	CodeCode Available	1
MixGen: A New Multi-Modal Data Augmentation	Jun 16, 2022	Data AugmentationImage-text Retrieval	CodeCode Available	1
Cross-Modal Retrieval for Motion and Text via DopTriple Loss	May 7, 2023	Cross-Modal RetrievalRetrieval	CodeCode Available	1

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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