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 3331–3340 of 14297 papers

Title	Date	Tasks	Status
An Analysis of Classification Approaches for Hit Song Prediction using Engineered Metadata Features with Lyrics and Audio Features	Jan 31, 2023	Information RetrievalMusic Information Retrieval	—Unverified
AVATAR: Robust Voice Search Engine Leveraging Autoregressive Document Retrieval and Contrastive Learning	Sep 4, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
An Analysis of Action Recognition Datasets for Language and Vision Tasks	Apr 24, 2017	Action RecognitionImage Retrieval	—Unverified
Addressing Leakage in Self-Supervised Contextualized Code Retrieval	Apr 17, 2022	Defect DetectionRetrieval	—Unverified
A Variational Feature Encoding Method of 3D Object for Probabilistic Semantic SLAM	Aug 30, 2018	Bayesian InferenceObject	—Unverified
Avalanches and Generalized Memory Associativity in a Network Model for Conscious and Unconscious Mental Functioning	Apr 10, 2017	Retrieval	—Unverified
An Analysis of a BERT Deep Learning Strategy on a Technology Assisted Review Task	Apr 16, 2021	ArticlesDocument Classification	—Unverified
Analyzing the Impact of COVID-19 on Economy from the Perspective of Users Reviews	Oct 5, 2021	Information RetrievalRetrieval	—Unverified
Addressing Image Hallucination in Text-to-Image Generation through Factual Image Retrieval	Jul 15, 2024	Common Sense ReasoningHallucination	—Unverified
Analyzing the Effectiveness of Listwise Reranking with Positional Invariance on Temporal Generalizability	Jul 9, 2024	BenchmarkingDecoder	—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