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 1991–2000 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Circle Loss: A Unified Perspective of Pair Similarity Optimization	Feb 25, 2020	Face RecognitionFace Verification	CodeCode Available	1	5
HUE: Pretrained Model and Dataset for Understanding Hanja Documents of Ancient Korea	Oct 11, 2022	named-entity-recognitionNamed Entity Recognition	CodeCode Available	1	5
Boosting Healthcare LLMs Through Retrieved Context	Sep 23, 2024	BenchmarkingMultiple-choice	CodeCode Available	1	5
REALM: Retrieval-Augmented Language Model Pre-Training	Feb 10, 2020	Language ModelingLanguage Modelling	CodeCode Available	1	5
An Objective Metric for Explainable AI: How and Why to Estimate the Degree of Explainability	Sep 11, 2021	Decision MakingInformation Retrieval	CodeCode Available	1	5
Real-time 3D Nanoscale Coherent Imaging via Physics-aware Deep Learning	Jun 16, 2020	AstronomyRetrieval	CodeCode Available	1	5
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation	Mar 27, 2025	Question AnsweringRAG	CodeCode Available	1	5
Dual Encoding for Video Retrieval by Text	Sep 10, 2020	Ad-hoc video searchRetrieval	CodeCode Available	1	5
Image-text Retrieval via Preserving Main Semantics of Vision	Apr 20, 2023	Cross-Modal RetrievalImage-text Retrieval	CodeCode Available	1	5
How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings	May 19, 2023	In-Context LearningRetrieval	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