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 3481–3490 of 14297 papers

Title	Date	Tasks	Status	Hype
A Survey on Retrieval-Augmented Text Generation for Large Language Models	Apr 17, 2024	RAGRetrieval	—Unverified	0
Improving Composed Image Retrieval via Contrastive Learning with Scaling Positives and Negatives	Apr 17, 2024	Contrastive LearningImage Retrieval	CodeCode Available	1
NeuroHash: A Hyperdimensional Neuro-Symbolic Framework for Spatially-Aware Image Hashing and Retrieval	Apr 17, 2024	Image RetrievalRetrieval	—Unverified	0
Bias and Unfairness in Information Retrieval Systems: New Challenges in the LLM Era	Apr 17, 2024	FairnessInformation Retrieval	CodeCode Available	2
Position Engineering: Boosting Large Language Models through Positional Information Manipulation	Apr 17, 2024	In-Context LearningPosition	—Unverified	0
More Room for Language: Investigating the Effect of Retrieval on Language Models	Apr 16, 2024	Language ModelingLanguage Modelling	CodeCode Available	0
The Unreasonable Effectiveness of Pre-Trained Features for Camera Pose Refinement	Apr 16, 2024	Retrieval	CodeCode Available	0
LLMs4OM: Matching Ontologies with Large Language Models	Apr 16, 2024	Ontology MatchingRetrieval	CodeCode Available	1
PyTorchGeoNodes: Enabling Differentiable Shape Programs for 3D Shape Reconstruction	Apr 16, 2024	3D Reconstruction3D Shape Reconstruction	CodeCode Available	1
Compressible and Searchable: AI-native Multi-Modal Retrieval System with Learned Image Compression	Apr 16, 2024	Image CompressionRetrieval	—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