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 771–780 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
DnS: Distill-and-Select for Efficient and Accurate Video Indexing and Retrieval	Jun 24, 2021	Computational EfficiencyKnowledge Distillation	CodeCode Available	1	5
DocQueryNet: Value Retrieval with Arbitrary Queries for Form-like Documents	Oct 1, 2022	document understandingForm	CodeCode Available	1	5
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual Localization	Sep 16, 2020	Autonomous DrivingContrastive Learning	CodeCode Available	1	5
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage	Oct 20, 2024	Answer GenerationRAG	CodeCode Available	1	5
Dive into Decision Trees and Forests: A Theoretical Demonstration	Jan 20, 2021	Information RetrievalRecommendation Systems	CodeCode Available	1	5
Boilerplate Removal using a Neural Sequence Labeling Model	Apr 22, 2020	ArticlesInformation Retrieval	CodeCode Available	1	5
Diversify Question Generation with Retrieval-Augmented Style Transfer	Oct 23, 2023	DiversityQuestion Answering	CodeCode Available	1	5
Efficient k-NN Search with Cross-Encoders using Adaptive Multi-Round CUR Decomposition	May 4, 2023	RerankingRetrieval	CodeCode Available	1	5
Joint ptycho-tomography with deep generative priors	Sep 20, 2020	DenoisingRetrieval	CodeCode Available	1	5
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and Intents	Mar 6, 2022	Community Question AnsweringInformation Retrieval	CodeCode Available	1	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