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 2271–2280 of 14297 papers

Title	Date	Tasks	Status	Hype
RTIC: Residual Learning for Text and Image Composition using Graph Convolutional Network	Apr 7, 2021	FairnessImage Retrieval	CodeCode Available	1
WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach	Apr 5, 2021	RetrievalSentence	CodeCode Available	1
Scene Text Retrieval via Joint Text Detection and Similarity Learning	Apr 4, 2021	RetrievalScene Text Detection	CodeCode Available	1
FeTaQA: Free-form Table Question Answering	Apr 1, 2021	FormQuestion Answering	CodeCode Available	1
MultiReQA: A Cross-Domain Evaluation forRetrieval Question Answering Models	Apr 1, 2021	Information RetrievalQuestion Answering	CodeCode Available	1
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval	Apr 1, 2021	RetrievalText Retrieval	CodeCode Available	1
Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation Models	Mar 31, 2021	Machine TranslationRetrieval	CodeCode Available	1
Kaleido-BERT: Vision-Language Pre-training on Fashion Domain	Mar 30, 2021	Image RetrievalRetrieval	CodeCode Available	1
von Mises-Fisher Loss: An Exploration of Embedding Geometries for Supervised Learning	Mar 29, 2021	ClassificationFew-Shot Learning	CodeCode Available	1
Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning	Mar 29, 2021	Image RetrievalMetric Learning	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