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 2541–2550 of 14297 papers

Title	Date	Tasks	Status	Hype
Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation	Sep 12, 2022	ArticlesCitation Recommendation	CodeCode Available	1
An overview on the evaluated video retrieval tasks at TRECVID 2022	Jun 22, 2023	Ad-hoc video searchRetrieval	CodeCode Available	1
Codified audio language modeling learns useful representations for music information retrieval	Jul 12, 2021	Emotion RecognitionGenre classification	CodeCode Available	1
AI Literature Review Suite	Jul 27, 2023	ArticlesRetrieval	CodeCode Available	1
Large-to-small Image Resolution Asymmetry in Deep Metric Learning	Oct 11, 2022	Image RetrievalMetric Learning	CodeCode Available	1
Broken Neural Scaling Laws	Oct 26, 2022	Adversarial RobustnessContinual Learning	CodeCode Available	1
AARGH! End-to-end Retrieval-Generation for Task-Oriented Dialog	Sep 8, 2022	DiversityManagement	CodeCode Available	1
Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval	Oct 11, 2019	Graph MatchingImage-text Retrieval	CodeCode Available	1
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity	Oct 16, 2024	ChunkingDiversity	CodeCode Available	1
BroadFace: Looking at Tens of Thousands of People at Once for Face Recognition	Aug 15, 2020	Face IdentificationFace Recognition	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