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 4401–4410 of 14297 papers

Title	Date	Tasks	Status	Hype
Benchmarking Robustness of Text-Image Composed Retrieval	Nov 24, 2023	AttributeBenchmarking	CodeCode Available	1
Enhancing Peak Assignment in 13C NMR Spectroscopy: A Novel Approach Using Multimodal Alignment	Nov 23, 2023	Contrastive LearningMeta-Learning	—Unverified	0
Minimizing Factual Inconsistency and Hallucination in Large Language Models	Nov 23, 2023	HallucinationRAG	—Unverified	0
Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions	Nov 23, 2023	Retrieval	CodeCode Available	1
Invisible Relevance Bias: Text-Image Retrieval Models Prefer AI-Generated Images	Nov 23, 2023	Cross-Modal RetrievalImage Retrieval	CodeCode Available	0
3D-MIR: A Benchmark and Empirical Study on 3D Medical Image Retrieval in Radiology	Nov 23, 2023	Image RetrievalMedical Image Retrieval	CodeCode Available	1
Query by Activity Video in the Wild	Nov 23, 2023	AllRetrieval	CodeCode Available	0
AutoKG: Efficient Automated Knowledge Graph Generation for Language Models	Nov 22, 2023	Graph GenerationRetrieval	CodeCode Available	1
Medical Image Retrieval Using Pretrained Embeddings	Nov 22, 2023	DiagnosticImage Retrieval	—Unverified	0
Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus	Nov 22, 2023	HallucinationRetrieval	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