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 2181–2190 of 14297 papers

Title	Date	Tasks	Status	Hype
Weakly Supervised Pre-Training for Multi-Hop Retriever	Jun 18, 2021	Retrieval	CodeCode Available	1
Self-supervised Video Representation Learning with Cross-Stream Prototypical Contrasting	Jun 18, 2021	Action RecognitionAction Recognition In Videos	CodeCode Available	1
Probing Image-Language Transformers for Verb Understanding	Jun 16, 2021	Image RetrievalQuestion Answering	CodeCode Available	1
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	Jun 16, 2021	Deep LearningInformation Retrieval	CodeCode Available	1
Tracing Back Music Emotion Predictions to Sound Sources and Intuitive Perceptual Qualities	Jun 14, 2021	Emotion RecognitionInformation Retrieval	CodeCode Available	1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLP	Jun 12, 2021	Entity DisambiguationEntity Retrieval	CodeCode Available	1
Refining Pseudo Labels with Clustering Consensus over Generations for Unsupervised Object Re-identification	Jun 11, 2021	ClusteringPseudo Label	CodeCode Available	1
AugNet: End-to-End Unsupervised Visual Representation Learning with Image Augmentation	Jun 11, 2021	ClusteringImage Augmentation	CodeCode Available	1
AUGNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation	Jun 10, 2021	Data AugmentationRetrieval	CodeCode Available	1
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering	Jun 9, 2021	Answer GenerationOpen-Domain Question Answering	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