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 2121–2130 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language Descriptions	Jan 12, 2021	Multi-Object TrackingObject Tracking	CodeCode Available	1	5
Improving Efficient Neural Ranking Models with Cross-Architecture Knowledge Distillation	Oct 6, 2020	Knowledge DistillationPassage Ranking	CodeCode Available	1	5
Improving Cross-Modal Retrieval with Set of Diverse Embeddings	Nov 30, 2022	Cross-Modal RetrievalRetrieval	CodeCode Available	1	5
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal Understanding	Aug 5, 2022	Image RetrievalQuestion Answering	CodeCode Available	1	5
CAD 3D Model classification by Graph Neural Networks: A new approach based on STEP format	Oct 30, 2022	Retrieval	CodeCode Available	1	5
CAD-Deform: Deformable Fitting of CAD Models to 3D Scans	Jul 23, 2020	Retrieval	CodeCode Available	1	5
A Comparison of Supervised Learning to Match Methods for Product Search	Jul 20, 2020	ARCAttribute	CodeCode Available	1	5
'CADSketchNet' -- An Annotated Sketch dataset for 3D CAD Model Retrieval with Deep Neural Networks	Jul 13, 2021	Retrieval	CodeCode Available	1	5
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information Retrieval	Dec 17, 2024	Contrastive LearningInformation Retrieval	CodeCode Available	1	5
ChiTransformer:Towards Reliable Stereo from Cues	Mar 9, 2022	Depth EstimationRetrieval	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