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 2251–2260 of 14297 papers

Title	Date	Tasks	Status	Hype
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval	Apr 18, 2021	RetrievalText Retrieval	CodeCode Available	1
TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion	Apr 17, 2021	Decision MakingInformation Retrieval	CodeCode Available	1
Zero-shot Slot Filling with DPR and RAG	Apr 17, 2021	Knowledge Base PopulationKnowledge Graphs	CodeCode Available	1
TEACHTEXT: CrossModal Generalized Distillation for Text-Video Retrieval	Apr 16, 2021	RetrievalVideo Retrieval	CodeCode Available	1
Matching-oriented Product Quantization For Ad-hoc Retrieval	Apr 16, 2021	QuantizationRetrieval	CodeCode Available	1
Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction	Apr 16, 2021	Information RetrievalKeyword Extraction	CodeCode Available	1
Condenser: a Pre-training Architecture for Dense Retrieval	Apr 16, 2021	Language ModellingRetrieval	CodeCode Available	1
Optimizing Dense Retrieval Model Training with Hard Negatives	Apr 16, 2021	Information Retrievalmodel	CodeCode Available	1
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation	Apr 15, 2021	Cross-Lingual TransferDiagnostic	CodeCode Available	1
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List	Apr 15, 2021	Information 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