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

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Showing 4791–4800 of 14297 papers

Title	Date	Tasks	Status	Score
GSSF: Generalized Structural Sparse Function for Deep Cross-modal Metric Learning	Oct 20, 2024	Image RetrievalImage-text Retrieval	CodeCode Available	5
Efficient Training of Retrieval Models using Negative Cache	Dec 1, 2021	Information RetrievalRetrieval	CodeCode Available	5
Group Multi-View Transformer for 3D Shape Analysis with Spatial Encoding	Dec 27, 2023	3D Classification3D Shape Recognition	CodeCode Available	5
Retrieval-based Localization Based on Domain-invariant Feature Learning under Changing Environments	Sep 23, 2019	Autonomous DrivingRetrieval	CodeCode Available	5
GROWN+UP: A Graph Representation Of a Webpage Network Utilizing Pre-training	Aug 3, 2022	Genre classificationGraph Neural Network	CodeCode Available	5
Grounding Fallacies Misrepresenting Scientific Publications in Evidence	Aug 23, 2024	Fact CheckingLogical Fallacies	CodeCode Available	5
Evaluation of Temporal Change in IR Test Collections	Jul 1, 2024	Information RetrievalRetrieval	CodeCode Available	5
A Retrieve-and-Edit Framework for Predicting Structured Outputs	Dec 4, 2018	Retrieval	CodeCode Available	5
Greedy Hash: Towards Fast Optimization for Accurate Hash Coding in CNN	Dec 1, 2018	Deep HashingRetrieval	CodeCode Available	5
Greedy Optimized Multileaving for Personalization	Jul 19, 2019	Information RetrievalRecommendation Systems	CodeCode Available	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