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 4201–4210 of 14297 papers

Title	Date	Tasks	Status	Hype
LLM4Causal: Democratized Causal Tools for Everyone via Large Language Model	Dec 28, 2023	Decision MakingLanguage Modeling	—Unverified	0
STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction	Dec 28, 2023	RetrievalTime Series	CodeCode Available	1
Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation	Dec 27, 2023	Cross-Modal RetrievalCross-modal retrieval with noisy correspondence	—Unverified	0
Group Multi-View Transformer for 3D Shape Analysis with Spatial Encoding	Dec 27, 2023	3D Classification3D Shape Recognition	CodeCode Available	0
AdapterDistillation: Non-Destructive Task Composition with Knowledge Distillation	Dec 26, 2023	Knowledge DistillationRetrieval	—Unverified	0
Zero-Shot Cross-Lingual Reranking with Large Language Models for Low-Resource Languages	Dec 26, 2023	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified	0
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses	Dec 26, 2023	DiversityKnowledge Graphs	CodeCode Available	1
Masked Contrastive Reconstruction for Cross-modal Medical Image-Report Retrieval	Dec 26, 2023	Contrastive LearningCross-Modal Retrieval	—Unverified	0
Towards Better Monolingual Japanese Retrievers with Multi-Vector Models	Dec 26, 2023	AllRetrieval	—Unverified	0
Recursive Distillation for Open-Set Distributed Robot Localization	Dec 26, 2023	Continual LearningImage Retrieval	—Unverified	0

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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