Yelp

The Yelp Dataset is a valuable resource for academic research, teaching, and learning. It provides a rich collection of real-world data related to businesses, reviews, and user interactions. Here are the key details about the Yelp Dataset: Reviews: A whopping 6,990,280 reviews from users. Businesses: Information on 150,346 businesses. Pictures: A collection of 200,100 pictures. Metropolitan Areas: Data from 11 metropolitan areas. Tips: Over 908,915 tips provided by 1,987,897 users. Business Attributes: Details like hours, parking availability, and ambiance for more than 1.2 million businesses. Aggregated Check-ins: Historical check-in data for each of the 131,930 businesses.

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Benchmarks

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Task	Dataset Variant	Best Model
Sentiment Analysis	Yelp Binary classification	XLNet
Sentiment Analysis	Yelp Fine-grained classification	XLNet
Unsupervised Text Style Transfer	Yelp	DualRL
Link Prediction	Yelp	PEAGAT
Text Style Transfer	Yelp Review Dataset (Small)	SAE+Discriminator
Fraud Detection	Yelp-Fraud	GTAN
Node Classification	Yelp-Fraud	GTAN
Text Classification	Yelp-5	HAHNN
Recommendation Systems	Yelp2018	BSPM-EM
Unsupervised Opinion Summarization	Yelp	BiMeanVAE - Coop
Text Classification	Yelp-2	XLNet
SQL Parsing	Yelp	Seq2Seq with copying
Text Style Transfer	Yelp Review Dataset (Large)	SentiInc
Text Classification	yelp_polarity	bert-base-uncased-yelp_polarity
Recommendation Systems	Yelp	DGRec
Unsupervised Text Style Transfer	Yelp2018	Del [[Li et al.2018]]
Cross-Domain Document Classification	Yelp (Amazon en train)	XLMft UDA
Document Classification	Yelp-14	KD-LSTMreg
Aspect Extraction	YASO - YELP	RACL - Laptops
Paraphrase Identification	Yelp	SplitEE-S
Sequential Recommendation	Yelp	BSARec