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 981–990 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity	Oct 16, 2024	ChunkingDiversity	CodeCode Available	1	5
Temporal Context Aggregation for Video Retrieval with Contrastive Learning	Aug 4, 2020	Contrastive LearningRepresentation Learning	CodeCode Available	1	5
Embedding contrastive unsupervised features to cluster in- and out-of-distribution noise in corrupted image datasets	Jul 4, 2022	ClusteringContrastive Learning	CodeCode Available	1	5
English Contrastive Learning Can Learn Universal Cross-lingual Sentence Embeddings	Nov 11, 2022	Contrastive LearningRetrieval	CodeCode Available	1	5
Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation	Jul 9, 2020	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1	5
Generalized Product Quantization Network for Semi-supervised Image Retrieval	Feb 26, 2020	Image RetrievalMetric Learning	CodeCode Available	1	5
Everything at Once -- Multi-modal Fusion Transformer for Video Retrieval	Dec 8, 2021	Action LocalizationRetrieval	CodeCode Available	1	5
Contextual Fine-to-Coarse Distillation for Coarse-grained Response Selection in Open-Domain Conversations	Sep 24, 2021	Retrieval	CodeCode Available	1	5
Nonparametric Decoding for Generative Retrieval	Oct 5, 2022	DecoderLanguage Modelling	CodeCode Available	1	5
Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment	Aug 29, 2022	cross-modal alignmentImage-text Retrieval	CodeCode Available	1	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