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 1671–1680 of 14297 papers

Title	Date	Tasks	Status	Hype
Adaptive Two-Phase Finetuning LLMs for Japanese Legal Text Retrieval	Dec 3, 2024	RetrievalText Retrieval	—Unverified	0
Arctic-Embed 2.0: Multilingual Retrieval Without Compromise	Dec 3, 2024	Representation LearningRetrieval	—Unverified	0
CAISSON: Concept-Augmented Inference Suite of Self-Organizing Neural Networks	Dec 3, 2024	Information RetrievalRAG	—Unverified	0
RARE: Retrieval-Augmented Reasoning Enhancement for Large Language Models	Dec 3, 2024	Information RetrievalRetrieval	CodeCode Available	1
Patchfinder: Leveraging Visual Language Models for Accurate Information Retrieval using Model Uncertainty	Dec 3, 2024	Information RetrievalOptical Character Recognition	—Unverified	0
Future of Information Retrieval Research in the Age of Generative AI	Dec 3, 2024	Information RetrievalRetrieval	—Unverified	0
Active Learning via Classifier Impact and Greedy Selection for Interactive Image Retrieval	Dec 3, 2024	Active LearningBinary Classification	CodeCode Available	0
Composing Open-domain Vision with RAG for Ocean Monitoring and Conservation	Dec 3, 2024	RAGRetrieval	—Unverified	0
Plug-and-Play Half-Quadratic Splitting for Ptychography	Dec 3, 2024	Image ReconstructionRetrieval	—Unverified	0
OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation	Dec 3, 2024	Optical Character RecognitionOptical Character Recognition (OCR)	CodeCode Available	2

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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