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 171–180 of 14297 papers

Title	Date	Tasks	Status	Hype
Retrieval Head Mechanistically Explains Long-Context Factuality	Apr 24, 2024	Continual PretrainingHallucination	CodeCode Available	3
From Matching to Generation: A Survey on Generative Information Retrieval	Apr 23, 2024	Incremental LearningInformation Retrieval	CodeCode Available	3
STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases	Apr 19, 2024	BenchmarkingRetrieval	CodeCode Available	3
M3D: Advancing 3D Medical Image Analysis with Multi-Modal Large Language Models	Mar 31, 2024	Image-text RetrievalLanguage Modeling	CodeCode Available	3
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions	Mar 28, 2024	Image RetrievalImplicit Relations	CodeCode Available	3
Developing Generalist Foundation Models from a Multimodal Dataset for 3D Computed Tomography	Mar 26, 2024	Anomaly DetectionLarge Language Model	CodeCode Available	3
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity	Mar 21, 2024	Question AnsweringRAG	CodeCode Available	3
AlphaFin: Benchmarking Financial Analysis with Retrieval-Augmented Stock-Chain Framework	Mar 19, 2024	BenchmarkingFinancial Analysis	CodeCode Available	3
Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context	Mar 8, 2024	1 Image, 2*2 StitchingCode Generation	CodeCode Available	3
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation	Mar 8, 2024	Code GenerationHallucination	CodeCode Available	3

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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