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 3921–3930 of 14297 papers

Title	Date	Tasks	Status
Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation	Jan 1, 2025	image-classificationImage Classification	—Unverified
Learning with Noisy Triplet Correspondence for Composed Image Retrieval	Jan 1, 2025	Image RetrievalRetrieval	—Unverified
Generative Zero-Shot Composed Image Retrieval	Jan 1, 2025	Image GenerationImage Retrieval	—Unverified
DTOS: Dynamic Time Object Sensing with Large Multimodal Model	Jan 1, 2025	Moment RetrievalReferring Video Object Segmentation	CodeCode Available
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention	Jan 1, 2025	Retrieval	—Unverified
Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark	Jan 1, 2025	document understandingImage Retrieval	—Unverified
Cross-Modal 3D Representation with Multi-View Images and Point Clouds	Jan 1, 2025	Autonomous DrivingCross-Modal Retrieval	—Unverified
HORUS: Multimodal Large Language Models Framework for Video Retrieval at VBS 2025	Jan 1, 2025	Image RetrievalRetrieval	—Unverified
Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection	Jan 1, 2025	Density Estimationobject-detection	CodeCode Available
Incorporating Dense Knowledge Alignment into Unified Multimodal Representation Models	Jan 1, 2025	Contrastive LearningCross-Modal Retrieval	—Unverified

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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