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 891–900 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Efficient and Scalable Estimation of Tool Representations in Vector Space	Sep 2, 2024	Multi-Label ClassificationMUlTI-LABEL-ClASSIFICATION	CodeCode Available	1	5
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)	Dec 23, 2024	Contrastive LearningInformation Retrieval	CodeCode Available	1	5
EEG2Mel: Reconstructing Sound from Brain Responses to Music	Jul 28, 2022	EEGElectroencephalogram (EEG)	CodeCode Available	1	5
CLIP-Lite: Information Efficient Visual Representation Learning with Language Supervision	Dec 14, 2021	Contrastive LearningRepresentation Learning	CodeCode Available	1	5
Effective Conditioned and Composed Image Retrieval Combining CLIP-Based Features	Jan 1, 2022	Composed Image Retrieval (CoIR)Contrastive Learning	CodeCode Available	1	5
EDIN: An End-to-end Benchmark and Pipeline for Unknown Entity Discovery and Indexing	May 25, 2022	Entity LinkingNovel Concepts	CodeCode Available	1	5
An Empirical Study of CLIP for Text-based Person Search	Aug 19, 2023	Cross-Modal RetrievalData Augmentation	CodeCode Available	1	5
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling	Sep 4, 2022	Fill MaskOptical Flow Estimation	CodeCode Available	1	5
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question Answering	Jun 8, 2021	Question AnsweringRetrieval	CodeCode Available	1	5
EDIS: Entity-Driven Image Search over Multimodal Web Content	May 23, 2023	Image RetrievalRetrieval	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