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 1921–1930 of 14297 papers

Title	Date	Tasks	Status	Hype
Reasoning over Public and Private Data in Retrieval-Based Systems	Mar 14, 2022	Fact CheckingInformation Retrieval	CodeCode Available	1
Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering	Mar 14, 2022	Open-Domain Question AnsweringPassage Retrieval	CodeCode Available	1
DeepTrust: A Reliable Financial Knowledge Retrieval Framework For Explaining Extreme Pricing Anomalies	Mar 11, 2022	Anomaly DetectionInformation Retrieval	CodeCode Available	1
LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval	Mar 11, 2022	Contrastive LearningRe-Ranking	CodeCode Available	1
Pretrained Domain-Specific Language Model for General Information Retrieval Tasks in the AEC Domain	Mar 9, 2022	Information RetrievalLanguage Modeling	CodeCode Available	1
NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks	Mar 9, 2022	Decision MakingExplainable artificial intelligence	CodeCode Available	1
ChiTransformer:Towards Reliable Stereo from Cues	Mar 9, 2022	Depth EstimationRetrieval	CodeCode Available	1
Where Does the Performance Improvement Come From? -- A Reproducibility Concern about Image-Text Retrieval	Mar 8, 2022	Image-text RetrievalInformation Retrieval	CodeCode Available	1
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and Intents	Mar 6, 2022	Community Question AnsweringInformation Retrieval	CodeCode Available	1
RACE: Retrieval-Augmented Commit Message Generation	Mar 5, 2022	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