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 11–20 of 14297 papers

Title	Date	Tasks	Status	Hype
ViDoRe Benchmark V2: Raising the Bar for Visual Retrieval	May 22, 2025	Retrieval	CodeCode Available	7
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning	Mar 12, 2025	Question AnsweringRAG	CodeCode Available	7
HuixiangDou2: A Robustly Optimized GraphRAG Approach	Mar 9, 2025	RetrievalRetrieval-augmented Generation	CodeCode Available	7
From RAG to Memory: Non-Parametric Continual Learning for Large Language Models	Feb 20, 2025	Continual LearningKnowledge Graphs	CodeCode Available	7
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos	Feb 3, 2025	Knowledge GraphsRAG	CodeCode Available	7
LLM-AutoDiff: Auto-Differentiate Any LLM Workflow	Jan 28, 2025	Prompt EngineeringQuestion Answering	CodeCode Available	7
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models	Jan 21, 2025	RAGRetrieval	CodeCode Available	7
PIKE-RAG: sPecIalized KnowledgE and Rationale Augmented Generation	Jan 20, 2025	Language ModelingLanguage Modelling	CodeCode Available	7
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline	Oct 28, 2024	RAGRetrieval	CodeCode Available	7
MemoRAG: Moving towards Next-Gen RAG Via Memory-Inspired Knowledge Discovery	Sep 9, 2024	MemorizationQuestion Answering	CodeCode Available	7

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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