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 3931–3940 of 14297 papers

Title	Date	Tasks	Status	Hype
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild	Feb 15, 2024	Retrieval	—Unverified	0
Generative Representational Instruction Tuning	Feb 15, 2024	Language ModelingLanguage Modelling	CodeCode Available	4
A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts	Feb 15, 2024	Reading ComprehensionRetrieval	—Unverified	0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting	Feb 14, 2024	Instruction FollowingLanguage Modeling	—Unverified	0
HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality Evaluation	Feb 14, 2024	Answer SelectionIn-Context Learning	CodeCode Available	0
Weatherproofing Retrieval for Localization with Generative AI and Geometric Consistency	Feb 14, 2024	Image RetrievalRetrieval	—Unverified	0
PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers	Feb 13, 2024	Question AnsweringRetrieval	CodeCode Available	3
Captions Are Worth a Thousand Words: Enhancing Product Retrieval with Pretrained Image-to-Text Models	Feb 13, 2024	Image CaptioningImage to text	—Unverified	0
Multimodal Learned Sparse Retrieval for Image Suggestion	Feb 12, 2024	Image CaptioningRetrieval	—Unverified	0
Computationally efficient reductions between some statistical models	Feb 12, 2024	DenoisingRetrieval	—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