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 2051–2060 of 14297 papers

Title	Date	Tasks	Status	Hype
Contextual Similarity Aggregation with Self-attention for Visual Re-ranking	Oct 26, 2021	Content-Based Image RetrievalData Augmentation	CodeCode Available	1
Unified Instance and Knowledge Alignment Pretraining for Aspect-based Sentiment Analysis	Oct 26, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning	Oct 25, 2021	Graph Question AnsweringImplicit Relations	CodeCode Available	1
Multimodal Semi-Supervised Learning for 3D Objects	Oct 22, 2021	3D ClassificationRetrieval	CodeCode Available	1
Wav2CLIP: Learning Robust Audio Representations From CLIP	Oct 21, 2021	Cross-Modal RetrievalImage Generation	CodeCode Available	1
Text-Based Person Search with Limited Data	Oct 20, 2021	BenchmarkingContrastive Learning	CodeCode Available	1
Compositional Attention: Disentangling Search and Retrieval	Oct 18, 2021	Retrieval	CodeCode Available	1
TLDR: Twin Learning for Dimensionality Reduction	Oct 18, 2021	Dimensionality ReductionRepresentation Learning	CodeCode Available	1
AugmentedCode: Examining the Effects of Natural Language Resources in Code Retrieval Models	Oct 16, 2021	Retrieval	CodeCode Available	1
PolyNet: Polynomial Neural Network for 3D Shape Recognition with PolyShape Representation	Oct 15, 2021	3D Object Classification3D Point Cloud Classification	CodeCode Available	1

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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