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 1161–1170 of 14297 papers

Title	Date	Tasks	Status	Hype
REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning	Nov 1, 2023	Contrastive LearningRetrieval	CodeCode Available	1
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite History	Oct 31, 2023	feature selectionMortality Prediction	CodeCode Available	1
Neural Retrievers are Biased Towards LLM-Generated Content	Oct 31, 2023	Information RetrievalRetrieval	CodeCode Available	1
Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents	Oct 30, 2023	Information RetrievalMTEB Benchmark	CodeCode Available	1
TESTA: Temporal-Spatial Token Aggregation for Long-form Video-Language Understanding	Oct 29, 2023	FormLanguage Modelling	CodeCode Available	1
Poisoning Retrieval Corpora by Injecting Adversarial Passages	Oct 29, 2023	Information RetrievalNatural Questions	CodeCode Available	1
BirdSAT: Cross-View Contrastive Masked Autoencoders for Bird Species Classification and Mapping	Oct 29, 2023	Contrastive LearningCross-Modal Retrieval	CodeCode Available	1
LipSim: A Provably Robust Perceptual Similarity Metric	Oct 27, 2023	Image RetrievalRetrieval	CodeCode Available	1
Benchingmaking Large Langage Models in Biomedical Triple Extraction	Oct 27, 2023	Language ModellingLarge Language Model	CodeCode Available	1
A Prior Instruction Representation Framework for Remote Sensing Image-text Retrieval	Oct 27, 2023	Cross-Modal RetrievalImage-text Retrieval	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