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 1561–1570 of 14297 papers

Title	Date	Tasks	Status	Hype
Inductive Generative Recommendation via Retrieval-based Speculation	Oct 3, 2024	Re-RankingRetrieval	CodeCode Available	1
ReFIT: Relevance Feedback from a Reranker during Inference	May 19, 2023	Information RetrievalRetrieval	CodeCode Available	1
CSPRD: A Financial Policy Retrieval Dataset for Chinese Stock Market	Sep 8, 2023	ArticlesPassage Retrieval	CodeCode Available	1
Declarative Experimentation in Information Retrieval using PyTerrier	Jul 28, 2020	GPUInformation Retrieval	CodeCode Available	1
CREPE: Can Vision-Language Foundation Models Reason Compositionally?	Dec 13, 2022	Image RetrievalNegation	CodeCode Available	1
InsCLR: Improving Instance Retrieval with Self-Supervision	Dec 2, 2021	Retrieval	CodeCode Available	1
CREPE: A Convolutional Representation for Pitch Estimation	Feb 17, 2018	Information RetrievalMusic Information Retrieval	CodeCode Available	1
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping	Oct 11, 2023	In-Context LearningObject	CodeCode Available	1
In-Style: Bridging Text and Uncurated Videos with Style Transfer for Text-Video Retrieval	Sep 16, 2023	RetrievalStyle Transfer	CodeCode Available	1
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models	Feb 5, 2024	RAGRetrieval	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