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 3021–3030 of 14297 papers

Title	Date	Tasks	Status	Score
Learning to Prune in Metric and Non-Metric Spaces	Dec 1, 2013	Density EstimationRetrieval	CodeCode Available	5
An Empathetic AI Coach for Self-Attachment Therapy	Sep 17, 2022	Retrieval	CodeCode Available	5
Benchmarking a transformer-FREE model for ad-hoc retrieval	Apr 1, 2021	BenchmarkingCPU	CodeCode Available	5
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation	Jul 1, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Benchmark for Complex Answer Retrieval	May 13, 2017	Information RetrievalRetrieval	CodeCode Available	5
BEKG: A Built Environment Knowledge Graph	Nov 5, 2022	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Learning to compress and search visual data in large-scale systems	Jan 24, 2019	Compressive SensingDenoising	CodeCode Available	5
Learning to Detect Good Keypoints to Match Non-Rigid Objects in RGB Images	Dec 13, 2022	Keypoint DetectionRetrieval	CodeCode Available	5
Learning to Rank Context for Named Entity Recognition Using a Synthetic Dataset	Oct 16, 2023	Language ModelingLanguage Modelling	CodeCode Available	5
Learning TFIDF Enhanced Joint Embedding for Recipe-Image Cross-Modal Retrieval Service	Aug 2, 2021	Cross-Modal RetrievalRetrieval	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