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 1–10 of 14297 papers

Title	Date	Tasks	Status	Hype
From Local to Global: A Graph RAG Approach to Query-Focused Summarization	Apr 24, 2024	Query-focused SummarizationQuestion Answering	CodeCode Available	14
Relevance Isn't All You Need: Scaling RAG Systems With Inference-Time Compute Via Multi-Criteria Reranking	Mar 14, 2025	AllLarge Language Model	CodeCode Available	14
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models	Feb 22, 2024	ArticlesRetrieval	CodeCode Available	14
LightRAG: Simple and Fast Retrieval-Augmented Generation	Oct 8, 2024	Information RetrievalRAG	CodeCode Available	14
Zep: A Temporal Knowledge Graph Architecture for Agent Memory	Jan 20, 2025	Large Language ModelRAG	CodeCode Available	12
WebWalker: Benchmarking LLMs in Web Traversal	Jan 13, 2025	BenchmarkingOpen-Domain Question Answering	CodeCode Available	11
UltraRAG: A Modular and Automated Toolkit for Adaptive Retrieval-Augmented Generation	Mar 31, 2025	RAGRetrieval	CodeCode Available	9
NeedleBench: Can LLMs Do Retrieval and Reasoning in Information-Dense Context?	Jul 16, 2024	4k8k	CodeCode Available	9
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation	Sep 10, 2024	Knowledge GraphsQuestion Answering	CodeCode Available	9
Kodezi Chronos: A Debugging-First Language Model for Repository-Scale, Memory-Driven Code Understanding	Jul 14, 2025	Code GenerationLanguage Modeling	CodeCode Available	9

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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