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 4081–4090 of 14297 papers

Title	Date	Tasks	Status	Score
Improving zero-shot learning by mitigating the hubness problem	Dec 20, 2014	Image RetrievalRetrieval	CodeCode Available	5
Compressing Sign Information in DCT-based Image Coding via Deep Sign Retrieval	Sep 21, 2022	DecoderRetrieval	CodeCode Available	5
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts	Apr 2, 2024	In-Context LearningLanguage Modeling	CodeCode Available	5
DoSSIER@COLIEE 2021: Leveraging dense retrieval and summarization-based re-ranking for case law retrieval	Aug 9, 2021	Information RetrievalPassage Retrieval	CodeCode Available	5
Improving Retrieval-Based Question Answering with Deep Inference Models	Dec 7, 2018	Information RetrievalNatural Language Inference	CodeCode Available	5
ABD-Net: Attentive but Diverse Person Re-Identification	Aug 3, 2019	DiversityPerson Re-Identification	CodeCode Available	5
Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation	Mar 15, 2022	Language ModelingLanguage Modelling	CodeCode Available	5
Improving Query Representations for Dense Retrieval with Pseudo Relevance Feedback: A Reproducibility Study	Dec 13, 2021	Retrieval	CodeCode Available	5
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors	Jun 20, 2019	Compressive SensingDenoising	CodeCode Available	5
Improving Screening Processes via Calibrated Subset Selection	Feb 2, 2022	DiversityRetrieval	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