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 4241–4250 of 14297 papers

Title	Date	Tasks	Status	Hype
Efficient Title Reranker for Fast and Improved Knowledge-Intense NLP	Dec 19, 2023	RAGReranking	—Unverified	0
On the Effectiveness of Retrieval, Alignment, and Replay in Manipulation	Dec 19, 2023	Behavioural cloningImitation Learning	—Unverified	0
Towards Balanced Alignment: Modal-Enhanced Semantic Modeling for Video Moment Retrieval	Dec 19, 2023	cross-modal alignmentMoment Retrieval	CodeCode Available	1
VQA4CIR: Boosting Composed Image Retrieval with Visual Question Answering	Dec 19, 2023	Image RetrievalQuestion Answering	CodeCode Available	0
Human-machine cooperation: optimization of drug retrieval sequencing in automated drug dispensing systems	Dec 18, 2023	Layout DesignRetrieval	—Unverified	0
"Knowing When You Don't Know": A Multilingual Relevance Assessment Dataset for Robust Retrieval-Augmented Generation	Dec 18, 2023	HallucinationLanguage Modelling	CodeCode Available	1
Advancing Image Retrieval with Few-Shot Learning and Relevance Feedback	Dec 18, 2023	Binary ClassificationClassification	CodeCode Available	0
Training With "Paraphrasing the Original Text" Improves Long-Context Performance	Dec 18, 2023	Retrieval	—Unverified	0
CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed Graphs	Dec 18, 2023	Graph AttentionInformation Retrieval	CodeCode Available	1
Dynamic Retrieval Augmented Generation of Ontologies using Artificial Intelligence (DRAGON-AI)	Dec 18, 2023	RAGRetrieval	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