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 2311–2320 of 14297 papers

Title	Date	Tasks	Status	Hype
Learning Intra-Batch Connections for Deep Metric Learning	Feb 15, 2021	ClusteringImage Retrieval	CodeCode Available	1
PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them	Feb 13, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency Benefits	Feb 12, 2021	CPUDocument Ranking	CodeCode Available	1
Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling	Feb 11, 2021	Question AnsweringRetrieval	CodeCode Available	1
Exploring the Impact of Noise on Hybrid Inversion of PROSAIL RTM on Sentinel-2 Data	Feb 11, 2021	Gaussian ProcessesGPR	CodeCode Available	1
Training Vision Transformers for Image Retrieval	Feb 10, 2021	image-classificationImage Classification	CodeCode Available	1
VINS: Visual Search for Mobile User Interface Design	Feb 10, 2021	Image Retrievalobject-detection	CodeCode Available	1
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough	Feb 9, 2021	Image RetrievalRetrieval	CodeCode Available	1
Multi-level Distance Regularization for Deep Metric Learning	Feb 8, 2021	Metric LearningRetrieval	CodeCode Available	1
When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data	Feb 3, 2021	Retrieval	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