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

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Showing 311–320 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information Retrieval	Apr 9, 2024	AllInformation Retrieval	CodeCode Available	2	5
AIR-Bench: Automated Heterogeneous Information Retrieval Benchmark	Dec 17, 2024	Information RetrievalRetrieval	CodeCode Available	2	5
An Autonomous GIS Agent Framework for Geospatial Data Retrieval	Jul 13, 2024	Retrieval	CodeCode Available	2	5
Flow-Guided Transformer for Video Inpainting	Aug 14, 2022	RetrievalVideo Inpainting	CodeCode Available	2	5
Fine-grained Image Captioning with CLIP Reward	May 26, 2022	Caption GenerationDescriptive	CodeCode Available	2	5
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML	Oct 3, 2024	AutoMLCode Generation	CodeCode Available	2	5
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering	Sep 29, 2023	Image to textPassage Retrieval	CodeCode Available	2	5
Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph	Jan 24, 2025	Community DetectionHallucination	CodeCode Available	2	5
FedRAG: A Framework for Fine-Tuning Retrieval-Augmented Generation Systems	Jun 10, 2025	RAGRetrieval	CodeCode Available	2	5
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation	May 22, 2024	InformativenessLanguage Modeling	CodeCode Available	2	5

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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