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 581–590 of 14297 papers

Title	Date	Tasks	Status	Hype
Learning Dense Representations of Phrases at Scale	Dec 23, 2020	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose Annotations	Dec 18, 2020	3D Object Detection3D Object Tracking	CodeCode Available	2
Pretrained Transformers for Text Ranking: BERT and Beyond	Oct 13, 2020	Information RetrievalReranking	CodeCode Available	2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music	Oct 11, 2020	Information RetrievalMusic Information Retrieval	CodeCode Available	2
Hopfield Networks is All You Need	Jul 16, 2020	AllDrug Design	CodeCode Available	2
Relevance-guided Supervision for OpenQA with ColBERT	Jul 1, 2020	Natural QuestionsOpen-Domain Question Answering	CodeCode Available	2
MMFashion: An Open-Source Toolbox for Visual Fashion Analysis	May 18, 2020	AttributeRetrieval	CodeCode Available	2
PyRetri: A PyTorch-based Library for Unsupervised Image Retrieval by Deep Convolutional Neural Networks	May 2, 2020	Content-Based Image RetrievalDeep Learning	CodeCode Available	2
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT	Apr 27, 2020	Document RankingInformation Retrieval	CodeCode Available	2
Scalable Zero-shot Entity Linking with Dense Entity Retrieval	Nov 10, 2019	Entity EmbeddingsEntity Linking	CodeCode Available	2

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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