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 2511–2520 of 14297 papers

Title	Date	Tasks	Status	Hype
Enhancing Audio-Language Models through Self-Supervised Post-Training with Text-Audio Pairs	Aug 17, 2024	Audio ClassificationContrastive Learning	CodeCode Available	0
Towards Effective Top-N Hamming Search via Bipartite Graph Contrastive Hashing	Aug 17, 2024	Contrastive LearningRecommendation Systems	—Unverified	0
VERA: Validation and Evaluation of Retrieval-Augmented Systems	Aug 16, 2024	Decision MakingRAG	—Unverified	0
Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation	Aug 16, 2024	Distractor GenerationMultiple-choice	CodeCode Available	0
ECG-Chat: A Large ECG-Language Model for Cardiac Disease Diagnosis	Aug 16, 2024	Contrastive LearningDiagnostic	CodeCode Available	2
Meta Knowledge for Retrieval Augmented Large Language Models	Aug 16, 2024	ChunkingInformation Retrieval	—Unverified	0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking	Aug 16, 2024	Fact CheckingInformation Retrieval	CodeCode Available	0
Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling	Aug 16, 2024	Retrieval	CodeCode Available	3
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models	Aug 16, 2024	Decision MakingImage Segmentation	—Unverified	0
SC-Rec: Enhancing Generative Retrieval with Self-Consistent Reranking for Sequential Recommendation	Aug 16, 2024	Recommendation SystemsReranking	—Unverified	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