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.
Variants: Yelp Review Polarity, yelp_review_full yelp_review_full, yelp_review_full, Yelp Review Dataset (Small), Yelp Review Dataset (Large), yelp_polarity, Yelp-Fraud, Yelp Fine-grained classification, Yelp Binary classification, Yelp (Amazon en train), Yelp-5, Yelp2018, Yelp 2014, Yelp 2013, Yelp-2, Yelp15, Yelp-14, YASO - YELP, Yelp
This dataset is used in 3 benchmarks:
| Task | Model | Paper | Date |
|---|---|---|---|
| Paraphrase Identification | SplitEE-S | SplitEE: Early Exit in Deep … | 2023-09-17 |
| Link Prediction | PEAGAT | Metapath- and Entity-aware Graph Neural … | 2020-10-22 |
| Link Prediction | NGCF | Neural Collaborative Filtering vs. Matrix … | 2020-05-19 |
| Link Prediction | KGAT | KGAT: Knowledge Graph Attention Network … | 2019-05-20 |
| Link Prediction | KGCN | Knowledge Graph Convolutional Networks for … | 2019-03-18 |
| Recommendation Systems | DGRec | Session-based Social Recommendation via Dynamic … | 2019-02-25 |
| Link Prediction | HSRL (DW) | Learning Topological Representation for Networks … | 2019-02-15 |
| Link Prediction | Event2vec | Representation Learning for Heterogeneous Information … | 2019-01-29 |
| Recommendation Systems | ConvNCF | Outer Product-based Neural Collaborative Filtering | 2018-08-12 |
| Link Prediction | CFKG | Learning Heterogeneous Knowledge Base Embeddings … | 2018-05-09 |
| Link Prediction | NFM | Neural Factorization Machines for Sparse … | 2017-08-16 |
Recent papers with results on this dataset: