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 2391–2400 of 14297 papers

Title	Date	Tasks	Status	Hype
Biomedical Concept Relatedness -- A large EHR-based benchmark	Oct 30, 2020	Retrieval	CodeCode Available	1
Multimodal Metric Learning for Tag-based Music Retrieval	Oct 30, 2020	Cross-Modal RetrievalMetric Learning	CodeCode Available	1
Retrieve, Program, Repeat: Complex Knowledge Base Question Answering via Alternate Meta-learning	Oct 29, 2020	Knowledge Base Question AnsweringMeta-Learning	CodeCode Available	1
Flexible retrieval with NMSLIB and FlexNeuART	Oct 28, 2020	Re-RankingRetrieval	CodeCode Available	1
RSPNet: Relative Speed Perception for Unsupervised Video Representation Learning	Oct 27, 2020	Action RecognitionRepresentation Learning	CodeCode Available	1
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference	Oct 25, 2020	Few-Shot LearningGoal-Oriented Dialog	CodeCode Available	1
COUGH: A Challenge Dataset and Models for COVID-19 FAQ Retrieval	Oct 24, 2020	16kRetrieval	CodeCode Available	1
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training	Oct 23, 2020	Data-to-Text GenerationLanguage Modeling	CodeCode Available	1
Answering Open-Domain Questions of Varying Reasoning Steps from Text	Oct 23, 2020	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
XOR QA: Cross-lingual Open-Retrieval Question Answering	Oct 22, 2020	ArticlesMachine Translation	CodeCode Available	1

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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