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 4401–4410 of 14297 papers

Title	Date	Tasks	Status	Score
Hybrid Approximate Nearest Neighbor Indexing and Search (HANNIS) for Large Descriptor Databases	Jan 26, 2023	Retrieval	CodeCode Available	5
Human Preferences as Dueling Bandits	Apr 21, 2022	Information RetrievalOnline Ranker Evaluation	CodeCode Available	5
HUSE: Hierarchical Universal Semantic Embeddings	Nov 14, 2019	General ClassificationRepresentation Learning	CodeCode Available	5
HybridCite: A Hybrid Model for Context-Aware Citation Recommendation	Feb 15, 2020	Citation RecommendationInformation Retrieval	CodeCode Available	5
Human-in-the-loop Machine Translation with Large Language Model	Oct 13, 2023	In-Context LearningLanguage Modeling	CodeCode Available	5
Aggregating Deep Convolutional Features for Image Retrieval	Oct 26, 2015	image-classificationImage Classification	CodeCode Available	5
Chunk-based Nearest Neighbor Machine Translation	May 24, 2022	Domain AdaptationLanguage Modeling	CodeCode Available	5
Human Motion Analysis with Deep Metric Learning	Jul 30, 2018	Dynamic Time WarpingMetric Learning	CodeCode Available	5
ICFHR 2020 Competition on Image Retrieval for Historical Handwritten Fragments	Oct 20, 2020	Image RetrievalRetrieval	CodeCode Available	5
HRDE: Retrieval-Augmented Large Language Models for Chinese Health Rumor Detection and Explainability	Jun 30, 2024	Retrieval	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