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 3291–3300 of 14297 papers

Title	Date	Tasks	Status	Score
LaSO: Label-Set Operations networks for multi-label few-shot learning	Feb 26, 2019	Data AugmentationFew-Shot Learning	CodeCode Available	5
Cross-media Multi-level Alignment with Relation Attention Network	Apr 25, 2018	RelationRetrieval	CodeCode Available	5
Large Vision-Language Models for Knowledge-Grounded Data Annotation of Memes	Jan 23, 2025	Emotion ClassificationImage Captioning	CodeCode Available	5
Dark Side Augmentation: Generating Diverse Night Examples for Metric Learning	Sep 28, 2023	Image RetrievalMetric Learning	CodeCode Available	5
Crosslingual Transfer Learning for Low-Resource Languages Based on Multilingual Colexification Graphs	May 22, 2023	Multilingual NLPRetrieval	CodeCode Available	5
Large-scale Stochastic Optimization of NDCG Surrogates for Deep Learning with Provable Convergence	Feb 24, 2022	Information RetrievalRetrieval	CodeCode Available	5
Large Scale Product Graph Construction for Recommendation in E-commerce	Oct 12, 2020	Clusteringgraph construction	CodeCode Available	5
Exploiting Local Indexing and Deep Feature Confidence Scores for Fast Image-to-Video Search	Aug 3, 2018	Retrieval	CodeCode Available	5
Cross-lingual Retrieval for Iterative Self-Supervised Training	Jun 16, 2020	Machine TranslationRetrieval	CodeCode Available	5
Cross-Lingual Retrieval Augmented Prompt for Low-Resource Languages	Dec 19, 2022	Cross-Lingual TransferNatural Language Inference	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