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Datasets/Yelp

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.

Benchmarks

Link Prediction/HR@10Link Prediction/AUCLink Prediction/nDCG@10Paraphrase Identification/AccuracyRecommendation Systems/NDCGRecommendation Systems/NDCG@20Recommendation Systems/Recall@20Recommendation Systems/HR@5Recommendation Systems/HR@10Recommendation Systems/HR@20Recommendation Systems/NDCG@5Recommendation Systems/NDCG@10Recommendation Systems/HR@5 (99 Neg. Samples)Recommendation Systems/HR@10 (99 Neg. Samples)Recommendation Systems/NDCG@5 (99 Neg. Samples)Recommendation Systems/NDCG@10 (99 Neg. Samples)Recommendation Systems/MRR (99 Neg. Samples)Semantic Textual Similarity/AccuracyText Summarization/ROUGE-1Text Summarization/ROUGE-2Text Summarization/ROUGE-L

Related Benchmarks

Yelp Binary classification/Sentiment Analysis/ErrorYelp Fine-grained classification/Sentiment Analysis/ErrorYelp Review Dataset (Large)/2D Semantic Segmentation/BLEUYelp Review Dataset (Large)/2D Semantic Segmentation/G-Score (BLEU, Accuracy)Yelp Review Dataset (Large)/Text Generation/BLEUYelp Review Dataset (Large)/Text Generation/G-Score (BLEU, Accuracy)Yelp Review Dataset (Large)/Text Style Transfer/BLEUYelp Review Dataset (Large)/Text Style Transfer/G-Score (BLEU, Accuracy)Yelp Review Dataset (Small)/2D Semantic Segmentation/G-Score (BLEU, Accuracy)Yelp Review Dataset (Small)/Text Generation/G-Score (BLEU, Accuracy)Yelp Review Dataset (Small)/Text Style Transfer/G-Score (BLEU, Accuracy)Yelp-14/Classification/AccuracyYelp-14/Document Classification/AccuracyYelp-14/Text Classification/AccuracyYelp-2/Classification/AccuracyYelp-2/Text Classification/AccuracyYelp-5/Classification/AccuracyYelp-5/Text Classification/AccuracyYelp-Fraud/Active Speaker Detection/AUC-ROCYelp-Fraud/Active Speaker Detection/Averaged PrecisionYelp-Fraud/Active Speaker Detection/F1 MacroYelp-Fraud/Active Speaker Detection/G-meanYelp-Fraud/Anomaly Detection/AUCYelp-Fraud/Fraud Detection/AUC-ROCYelp-Fraud/Fraud Detection/Averaged PrecisionYelp-Fraud/Fraud Detection/F1 MacroYelp-Fraud/Fraud Detection/G-meanYelp-Fraud/Node Classification/AUC-ROCYelp2018/Collaborative Filtering/NDCG@20Yelp2018/Collaborative Filtering/Recall@20Yelp2018/Recommendation Systems/HR@10Yelp2018/Recommendation Systems/HR@100Yelp2018/Recommendation Systems/NDCG@20Yelp2018/Recommendation Systems/PSP@10Yelp2018/Recommendation Systems/Recall@20Yelp2018/Recommendation Systems/nDCG@10Yelp2018/Recommendation Systems/nDCG@100

Statistics

Papers
86
Benchmarks
21

Links

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Tasks

Anomaly DetectionAspect ExtractionCollaborative FilteringCross-Domain Document ClassificationDocument ClassificationFraud DetectionGraph Anomaly DetectionGraph MiningLink PredictionMultibehavior RecommendationNode ClassificationParaphrase IdentificationRecommendation SystemsSQL ParsingSemantic Textual SimilaritySentiment AnalysisSentiment ClassificationSequential RecommendationText ClassificationText Style TransferText SummarizationUnsupervised Opinion SummarizationUnsupervised Text Style Transfer