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 1121–1130 of 14297 papers

Title	Date	Tasks	Status	Hype
LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos	Dec 7, 2023	EgoSchemaForm	CodeCode Available	1
Lite-Mind: Towards Efficient and Robust Brain Representation Network	Dec 6, 2023	Brain DecodingImage Retrieval	CodeCode Available	1
UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity	Dec 6, 2023	Person RetrievalRetrieval	CodeCode Available	1
FreestyleRet: Retrieving Images from Style-Diversified Queries	Dec 5, 2023	Image RetrievalRetrieval	CodeCode Available	1
A Multi-Granularity-Aware Aspect Learning Model for Multi-Aspect Dense Retrieval	Dec 5, 2023	Language ModellingRetrieval	CodeCode Available	1
How to Configure Good In-Context Sequence for Visual Question Answering	Dec 4, 2023	In-Context LearningQuestion Answering	CodeCode Available	1
Language-only Efficient Training of Zero-shot Composed Image Retrieval	Dec 4, 2023	Image RetrievalRetrieval	CodeCode Available	1
Removing Biases from Molecular Representations via Information Maximization	Dec 1, 2023	FairnessMolecular Property Prediction	CodeCode Available	1
Agent-OM: Leveraging LLM Agents for Ontology Matching	Dec 1, 2023	Ontology MatchingRetrieval	CodeCode Available	1
Knowledge Transfer from Vision Foundation Models for Efficient Training of Small Task-specific Models	Nov 30, 2023	Image RetrievalRetrieval	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