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 1221–1230 of 14297 papers

Title	Date	Tasks	Status	Hype
Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval	Sep 28, 2023	AttributeImage Retrieval	CodeCode Available	1
Graph Neural Prompting with Large Language Models	Sep 27, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1
Model-enhanced Vector Index	Sep 23, 2023	modelNatural Questions	CodeCode Available	1
A Novel Geo-Localization Method for UAV and Satellite Images Using Cross-View Consistent Attention	Sep 23, 2023	BlockingData Augmentation	CodeCode Available	1
EMelodyGen: Emotion-Conditioned Melody Generation in ABC Notation with the Musical Feature Template	Sep 23, 2023	Data AugmentationEmotion Classification	CodeCode Available	1
Generative Retrieval with Semantic Tree-Structured Item Identifiers via Contrastive Learning	Sep 23, 2023	Contrastive LearningRecommendation Systems	CodeCode Available	1
On Sparse Modern Hopfield Model	Sep 22, 2023	modelRetrieval	CodeCode Available	1
On-the-Fly SfM: What you capture is What you get	Sep 21, 2023	Image RegistrationImage Retrieval	CodeCode Available	1
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models	Sep 21, 2023	Emotion RecognitionEmotion Recognition in Conversation	CodeCode Available	1
Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning	Sep 20, 2023	Contrastive LearningRetrieval	CodeCode Available	1

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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