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 941–950 of 14297 papers

Title	Date	Tasks	Status	Hype
SAGE: A Framework of Precise Retrieval for RAG	Mar 3, 2025	Question AnsweringRAG	—Unverified	0
Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering	Mar 3, 2025	Contrastive LearningOpen-Domain Question Answering	—Unverified	0
SolBench: A Dataset and Benchmark for Evaluating Functional Correctness in Solidity Code Completion and Repair	Mar 3, 2025	Code CompletionCode Repair	—Unverified	0
Explainable Depression Detection in Clinical Interviews with Personalized Retrieval-Augmented Generation	Mar 3, 2025	Depression DetectionHallucination	—Unverified	0
SRAG: Structured Retrieval-Augmented Generation for Multi-Entity Question Answering over Wikipedia Graph	Mar 3, 2025	Question AnsweringRAG	—Unverified	0
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction	Mar 3, 2025	RAGRetrieval	CodeCode Available	1
Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation	Mar 3, 2025	Representation LearningRetrieval	CodeCode Available	2
ER-RAG: Enhance RAG with ER-Based Unified Modeling of Heterogeneous Data Sources	Mar 2, 2025	Entity RetrievalKnowledge Graphs	—Unverified	0
Optimizing Multi-Hop Document Retrieval Through Intermediate Representations	Mar 2, 2025	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
Can We Find the Code? An Empirical Study of Google Scholar's Code Retrieval	Mar 2, 2025	Retrieval	—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