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 281–290 of 14297 papers

Title	Date	Tasks	Status	Hype
Retrieval Augmented Time Series Forecasting	Nov 12, 2024	RAGRetrieval	CodeCode Available	2
Lightning IR: Straightforward Fine-tuning and Inference of Transformer-based Language Models for Information Retrieval	Nov 7, 2024	Information RetrievalRe-Ranking	CodeCode Available	2
HourVideo: 1-Hour Video-Language Understanding	Nov 7, 2024	Benchmarkingcounterfactual	CodeCode Available	2
RAGViz: Diagnose and Visualize Retrieval-Augmented Generation	Nov 4, 2024	Answer GenerationGPU	CodeCode Available	2
INQUIRE: A Natural World Text-to-Image Retrieval Benchmark	Nov 4, 2024	Image RetrievalReranking	CodeCode Available	2
SciPIP: An LLM-based Scientific Paper Idea Proposer	Oct 30, 2024	Retrieval	CodeCode Available	2
CORAL: Benchmarking Multi-turn Conversational Retrieval-Augmentation Generation	Oct 30, 2024	BenchmarkingPassage Retrieval	CodeCode Available	2
Beyond Text: Optimizing RAG with Multimodal Inputs for Industrial Applications	Oct 29, 2024	Image RetrievalRAG	CodeCode Available	2
Semantic Editing Increment Benefits Zero-Shot Composed Image Retrieval	Oct 28, 2024	Image RetrievalImage to text	CodeCode Available	2
Vision Search Assistant: Empower Vision-Language Models as Multimodal Search Engines	Oct 28, 2024	RetrievalRetrieval-augmented Generation	CodeCode Available	2

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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