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 751–760 of 14297 papers

Title	Date	Tasks	Status	Hype
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding	Dec 18, 2024	Highlight DetectionMoment Retrieval	CodeCode Available	1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering	Dec 18, 2024	graph constructionknowledge editing	CodeCode Available	1
RAG-RewardBench: Benchmarking Reward Models in Retrieval Augmented Generation for Preference Alignment	Dec 18, 2024	BenchmarkingRAG	CodeCode Available	1
Rango: Adaptive Retrieval-Augmented Proving for Automated Software Verification	Dec 18, 2024	Retrieval	CodeCode Available	1
RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype Learning	Dec 17, 2024	Graph GenerationMulti-Label Classification	CodeCode Available	1
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information Retrieval	Dec 17, 2024	Contrastive LearningInformation Retrieval	CodeCode Available	1
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation	Dec 17, 2024	Question AnsweringRAG	CodeCode Available	1
Wonderful Matrices: Combining for a More Efficient and Effective Foundation Model Architecture	Dec 16, 2024	Mixture-of-ExpertsPosition	CodeCode Available	1
RAG Playground: A Framework for Systematic Evaluation of Retrieval Strategies and Prompt Engineering in RAG Systems	Dec 16, 2024	Prompt EngineeringRAG	CodeCode Available	1
SpeechPrune: Context-aware Token Pruning for Speech Information Retrieval	Dec 16, 2024	FormInformation Retrieval	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