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 831–840 of 14297 papers

Title	Date	Tasks	Status	Hype
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization	Jun 1, 2021	Question AnsweringRetrieval	CodeCode Available	1
Divide&Classify: Fine-Grained Classification for City-Wide Visual Geo-Localization	Jan 1, 2023	geo-localizationImage Retrieval	CodeCode Available	1
Doc2Query--: When Less is More	Jan 9, 2023	HallucinationRetrieval	CodeCode Available	1
Docopilot: Improving Multimodal Models for Document-Level Understanding	Jan 1, 2025	document understandingRAG	CodeCode Available	1
Document-level Claim Extraction and Decontextualisation for Fact-Checking	Jun 5, 2024	Extractive SummarizationFact Checking	CodeCode Available	1
DOLG: Single-Stage Image Retrieval with Deep Orthogonal Fusion of Local and Global Features	Aug 6, 2021	Image RetrievalRepresentation Learning	CodeCode Available	1
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
Domain-invariant Similarity Activation Map Contrastive Learning for Retrieval-based Long-term Visual Localization	Sep 16, 2020	Autonomous DrivingContrastive Learning	CodeCode Available	1
Declarative Experimentation in Information Retrieval using PyTerrier	Jul 28, 2020	GPUInformation Retrieval	CodeCode Available	1
Dealing with Typos for BERT-based Passage Retrieval and Ranking	Aug 27, 2021	Information RetrievalLanguage Modeling	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