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 1541–1550 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph Augmentation	May 20, 2024	Contrastive LearningGraph Attention	CodeCode Available	1	5
Language-agnostic BERT Sentence Embedding	Jul 3, 2020	Language ModelingLanguage Modelling	CodeCode Available	1	5
Aggretriever: A Simple Approach to Aggregate Textual Representations for Robust Dense Passage Retrieval	Jul 31, 2022	Knowledge DistillationLanguage Modeling	CodeCode Available	1	5
Language Models As Semantic Indexers	Oct 11, 2023	Contrastive LearningInformation Retrieval	CodeCode Available	1	5
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning	Mar 15, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1	5
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners	May 22, 2022	AttributeAutomatic Speech Recognition	CodeCode Available	1	5
DeeperImpact: Optimizing Sparse Learned Index Structures	May 27, 2024	Language ModelingLanguage Modelling	CodeCode Available	1	5
Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-In	May 27, 2023	MMLURetrieval	CodeCode Available	1	5
LAPIS is a fast web API for massive open virus sequencing databases	Jun 2, 2022	EpidemiologyRetrieval	CodeCode Available	1	5
FlashVTG: Feature Layering and Adaptive Score Handling Network for Video Temporal Grounding	Dec 18, 2024	Highlight DetectionMoment 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