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 2951–2960 of 14297 papers

Title	Date	Tasks	Status	Score
Learning Unseen Modality Interaction	Jun 22, 2023	RetrievalVideo Classification	CodeCode Available	5
Learning Visual Importance for Graphic Designs and Data Visualizations	Aug 8, 2017	Retrieval	CodeCode Available	5
Leveraging Acoustic Images for Effective Self-Supervised Audio Representation Learning	Aug 1, 2020	Cross-Modal RetrievalRepresentation Learning	CodeCode Available	5
Learning to Retrieve Engaging Follow-Up Queries	Feb 21, 2023	Retrievalvalid	CodeCode Available	5
Learning to Represent Bilingual Dictionaries	Aug 10, 2018	Multi-Task LearningParaphrase Identification	CodeCode Available	5
Learning to Retrieve Videos by Asking Questions	May 11, 2022	AI AgentRetrieval	CodeCode Available	5
Beyond Domain Gap: Exploiting Subjectivity in Sketch-Based Person Retrieval	Sep 15, 2023	Person Re-IdentificationPerson Retrieval	CodeCode Available	5
Learning to Rank Words: Optimizing Ranking Metrics for Word Spotting	Jun 9, 2021	Learning-To-RankRetrieval	CodeCode Available	5
Learning to Minimize the Remainder in Supervised Learning	Jan 23, 2022	image-classificationImage Classification	CodeCode Available	5
Learning to Match Mathematical Statements with Proofs	Feb 3, 2021	ArticlesAutomated Theorem Proving	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