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 331–340 of 14297 papers

Title	Date	Tasks	Status	Hype
RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question Answering	Jul 19, 2024	Domain GeneralizationForm	CodeCode Available	2
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval	Jul 17, 2024	DecoderImage Enhancement	CodeCode Available	2
Scientific QA System with Verifiable Answers	Jul 16, 2024	ArticlesInformation Retrieval	CodeCode Available	2
Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation	Jul 15, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	2
An Autonomous GIS Agent Framework for Geospatial Data Retrieval	Jul 13, 2024	Retrieval	CodeCode Available	2
PersonaRAG: Enhancing Retrieval-Augmented Generation Systems with User-Centric Agents	Jul 12, 2024	Information RetrievalQuestion Answering	CodeCode Available	2
LDRE: LLM-based Divergent Reasoning and Ensemble for Zero-Shot Composed Image Retrieval	Jul 11, 2024	Image RetrievalImage to text	CodeCode Available	2
WalkTheDog: Cross-Morphology Motion Alignment via Phase Manifolds	Jul 11, 2024	Retrieval	CodeCode Available	2
LitSearch: A Retrieval Benchmark for Scientific Literature Search	Jul 10, 2024	ArticlesReranking	CodeCode Available	2
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models	Jul 6, 2024	Medical DiagnosisRAG	CodeCode Available	2

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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