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 3461–3470 of 14297 papers

Title	Date	Tasks	Status	Hype
Dubo-SQL: Diverse Retrieval-Augmented Generation and Fine Tuning for Text-to-SQL	Apr 19, 2024	RAGRetrieval	CodeCode Available	1
Cross-Modal Adapter: Parameter-Efficient Transfer Learning Approach for Vision-Language Models	Apr 19, 2024	RetrievalTransfer Learning	—Unverified	0
PDF-MVQA: A Dataset for Multimodal Information Retrieval in PDF-based Visual Question Answering	Apr 19, 2024	ArticlesInformation Retrieval	—Unverified	0
The Solution for the CVPR2024 NICE Image Captioning Challenge	Apr 19, 2024	Image CaptioningRetrieval	—Unverified	0
Towards Human-centered Proactive Conversational Agents	Apr 19, 2024	Information RetrievalRetrieval	—Unverified	0
How Does the Textual Information Affect the Retrieval of Multimodal In-Context Learning?	Apr 19, 2024	In-Context LearningRetrieval	CodeCode Available	1
Spot-Compose: A Framework for Open-Vocabulary Object Retrieval and Drawer Manipulation in Point Clouds	Apr 18, 2024	3D Instance SegmentationInstance Segmentation	—Unverified	0
RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation	Apr 18, 2024	GPURAG	—Unverified	0
ProTA: Probabilistic Token Aggregation for Text-Video Retrieval	Apr 18, 2024	DiversityRetrieval	—Unverified	0
De-DSI: Decentralised Differentiable Search Index	Apr 18, 2024	Information RetrievalRetrieval	CodeCode Available	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