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 2621–2630 of 14297 papers

Title	Date	Tasks	Status
Industrial-Grade Smart Troubleshooting through Causal Technical Language Processing: a Proof of Concept	Jul 30, 2024	Language ModelingLanguage Modelling	—Unverified
JaColBERTv2.5: Optimising Multi-Vector Retrievers to Create State-of-the-Art Japanese Retrievers with Constrained Resources	Jul 30, 2024	Information RetrievalRetrieval	—Unverified
X-ray nano-holotomography reconstruction with simultaneous probe retrieval	Jul 29, 2024	3D ReconstructionRetrieval	—Unverified
Introducing a new hyper-parameter for RAG: Context Window Utilization	Jul 29, 2024	Answer GenerationRAG	—Unverified
Overview of PerpectiveArg2024: The First Shared Task on Perspective Argument Retrieval	Jul 29, 2024	Argument RetrievalRetrieval	CodeCode Available
mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval	Jul 29, 2024	Contrastive LearningReranking	—Unverified
Gender, Race, and Intersectional Bias in Resume Screening via Language Model Retrieval	Jul 29, 2024	FairnessLanguage Modeling	—Unverified
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval	Jul 29, 2024	Answer GenerationEvent Extraction	—Unverified
FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis	Jul 29, 2024	Image-text RetrievalModel Selection	CodeCode Available
Improving Retrieval Augmented Language Model with Self-Reasoning	Jul 29, 2024	Fact VerificationLanguage Modeling	—Unverified

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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