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 4061–4070 of 14297 papers

Title	Date	Tasks	Status	Score
Computational Job Market Analysis with Natural Language Processing	Apr 29, 2024	Active LearningDe-identification	CodeCode Available	5
Improving the Representation and Conversion of Mathematical Formulae by Considering their Textual Context	Apr 13, 2018	Information RetrievalRetrieval	CodeCode Available	5
InDiReCT: Language-Guided Zero-Shot Deep Metric Learning for Images	Nov 23, 2022	Dimensionality ReductionImage Retrieval	CodeCode Available	5
Improving Screening Processes via Calibrated Subset Selection	Feb 2, 2022	DiversityRetrieval	CodeCode Available	5
Improving Segmentation for Technical Support Problems	May 22, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
Improving Retrieval-Based Question Answering with Deep Inference Models	Dec 7, 2018	Information RetrievalNatural Language Inference	CodeCode Available	5
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts	Apr 2, 2024	In-Context LearningLanguage Modeling	CodeCode Available	5
Improving Similar Case Retrieval Ranking Performance By Revisiting RankSVM	Feb 16, 2025	Learning-To-RankRetrieval	CodeCode Available	5
Improving Query Representations for Dense Retrieval with Pseudo Relevance Feedback: A Reproducibility Study	Dec 13, 2021	Retrieval	CodeCode Available	5
A Lightweight Constrained Generation Alternative for Query-focused Summarization	Apr 23, 2023	Language ModelingLanguage Modelling	CodeCode Available	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