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 471–480 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning and Diffusion Priors	May 29, 2023	Contrastive LearningImage Reconstruction	CodeCode Available	2	5
Recurrent Context Compression: Efficiently Expanding the Context Window of LLM	Jun 10, 2024	Long-Context UnderstandingQuestion Answering	CodeCode Available	2	5
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis	Aug 16, 2024	Contrastive LearningDiagnostic	CodeCode Available	2	5
ReFIR: Grounding Large Restoration Models with Retrieval Augmentation	Oct 8, 2024	HallucinationImage Restoration	CodeCode Available	2	5
Efficient Multi-Vector Dense Retrieval Using Bit Vectors	Apr 3, 2024	QuantizationRetrieval	CodeCode Available	2	5
RAP: Retrieval-Augmented Personalization for Multimodal Large Language Models	Oct 17, 2024	Image CaptioningQuestion Answering	CodeCode Available	2	5
Evaluating RAG-Fusion with RAGElo: an Automated Elo-based Framework	Jun 20, 2024	HallucinationQuestion Answering	CodeCode Available	2	5
RemoteCLIP: A Vision Language Foundation Model for Remote Sensing	Jun 19, 2023	ClassificationCross-Modal Retrieval	CodeCode Available	2	5
Flow-Guided Transformer for Video Inpainting	Aug 14, 2022	RetrievalVideo Inpainting	CodeCode Available	2	5
Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts	Feb 24, 2025	BenchmarkingFact Verification	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