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 1231–1240 of 14297 papers

Title	Date	Tasks	Status	Hype
Solving Inverse Problems using Diffusion with Fast Iterative Renoising	Jan 29, 2025	Retrieval	—Unverified	0
WARP: An Efficient Engine for Multi-Vector Retrieval	Jan 29, 2025	ImputationRetrieval	—Unverified	0
Leveraging In-Context Learning and Retrieval-Augmented Generation for Automatic Question Generation in Educational Domains	Jan 29, 2025	In-Context LearningQuestion Generation	—Unverified	0
Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers	Jan 28, 2025	ChatbotDecision Making	—Unverified	0
Balancing Content Size in RAG-Text2SQL System	Jan 28, 2025	Natural Language QueriesRAG	—Unverified	0
SafeRAG: Benchmarking Security in Retrieval-Augmented Generation of Large Language Model	Jan 28, 2025	BenchmarkingLanguage Modeling	CodeCode Available	2
Optimizing Code Runtime Performance through Context-Aware Retrieval-Augmented Generation	Jan 28, 2025	In-Context LearningRetrieval	CodeCode Available	0
Document Screenshot Retrievers are Vulnerable to Pixel Poisoning Attacks	Jan 28, 2025	Language ModelingLanguage Modelling	CodeCode Available	0
Enhanced Retrieval of Long Documents: Leveraging Fine-Grained Block Representations with Large Language Models	Jan 28, 2025	Information RetrievalRAG	—Unverified	0
LLM-AutoDiff: Auto-Differentiate Any LLM Workflow	Jan 28, 2025	Prompt EngineeringQuestion Answering	CodeCode Available	7

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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