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 1941–1950 of 14297 papers

Title	Date	Tasks	Status	Hype
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline	Oct 28, 2024	RAGRetrieval	CodeCode Available	7
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation	Oct 28, 2024	RAGRetrieval	CodeCode Available	2
PlanRAG: Planning-guided Retrieval Augmented Generation	Oct 28, 2024	Answer GenerationRAG	—Unverified	0
LLMs are Biased Evaluators But Not Biased for Retrieval Augmented Generation	Oct 28, 2024	Keyword ExtractionRAG	CodeCode Available	0
Retrieval-Enhanced Mutation Mastery: Augmenting Zero-Shot Prediction of Protein Language Model	Oct 28, 2024	Language ModelingLanguage Modelling	CodeCode Available	2
Zero-Shot Dense Retrieval with Embeddings from Relevance Feedback	Oct 28, 2024	Language ModellingLarge Language Model	—Unverified	0
FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval	Oct 28, 2024	Retrieval	—Unverified	0
Vision Search Assistant: Empower Vision-Language Models as Multimodal Search Engines	Oct 28, 2024	RetrievalRetrieval-augmented Generation	CodeCode Available	2
What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration	Oct 27, 2024	In-Context LearningRetrieval	—Unverified	0
WindTunnel -- A Framework for Community Aware Sampling of Large Corpora	Oct 27, 2024	Information RetrievalRetrieval	—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