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 2431–2440 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search	Sep 20, 2019	4kCode Search	CodeCode Available	1	5
Directional Statistics-based Deep Metric Learning for Image Classification and Retrieval	Feb 27, 2018	General Classificationimage-classification	CodeCode Available	1	5
DialFact: A Benchmark for Fact-Checking in Dialogue	Oct 15, 2021	Claim VerificationFact Checking	CodeCode Available	1	5
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense Retrieval	May 23, 2022	Ad-Hoc Information RetrievalCPU	CodeCode Available	1	5
Multimodal Inverse Cloze Task for Knowledge-based Visual Question Answering	Jan 11, 2023	Question AnsweringReading Comprehension	CodeCode Available	1	5
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific Literature	Oct 24, 2023	Abstractive Text SummarizationInformation Retrieval	CodeCode Available	1	5
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference	Dec 16, 2020	Feature EngineeringMedical Question Answering	CodeCode Available	1	5
DialogCC: An Automated Pipeline for Creating High-Quality Multi-Modal Dialogue Dataset	Dec 8, 2022	DiversityImage Description	CodeCode Available	1	5
Co-design Hardware and Algorithm for Vector Search	Jun 19, 2023	CPUInformation Retrieval	CodeCode Available	1	5
CoFiNet: Reliable Coarse-to-fine Correspondences for Robust PointCloud Registration	May 21, 2021	Keypoint DetectionPoint Cloud Registration	CodeCode Available	1	5

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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