Yelp

archive 2025-07-28

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.

Homepage Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 15 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Sentiment Analysis	Yelp Binary classification	XLNet Error 1.37	XLNet: Generalized Autoregressive Pretraining for...	huggingface/transformers +26	20	Compare
Sentiment Analysis	Yelp Fine-grained classification	XLNet Error 27.05	XLNet: Generalized Autoregressive Pretraining for...	huggingface/transformers +26	17	Compare
Link Prediction	Yelp	PEAGAT HR@10 0.9128	Metapath- and Entity-aware Graph Neural Network for...	ecml-peagnn/PEAGNN	9	Compare
Text Style Transfer	Yelp Review Dataset (Small)	SAE+Discriminator G-Score (BLEU, Accuracy) 74.56	Style Transfer for Texts: Retrain, Report Errors,...	VAShibaev/text_style_transfer	8	Compare
Text Classification	Yelp-5	HAHNN (CNN) Accuracy 73.28%	Hierarchical Attentional Hybrid Neural Networks for...	luisfredgs/cnn-hierarchical-network-for-document-classification +1	7	Compare
Text Classification	Yelp-2	XLNet Accuracy 98.63%	XLNet: Generalized Autoregressive Pretraining for...	huggingface/transformers +26	5	Compare
Multibehavior Recommendation	Yelp	HMAR HR@10 0.9015	HMAR: Hierarchical Masked Attention for Multi-Behaviour...	shereen-elsayed/hmar	4	Compare
Unsupervised Opinion Summarization	Yelp	BiMeanVAE - Coop ROUGE-1 35.37	Convex Aggregation for Opinion Summarization	megagonlabs/coop	4	Compare
Recommendation Systems	Yelp	DGRec NDCG 0.1427	Session-based Social Recommendation via Dynamic Graph...	DeepGraphLearning/RecommenderSystems +1	2	Compare
Text Style Transfer	Yelp Review Dataset (Large)	SentiInc G-Score (BLEU, Accuracy) 59.17	SentiInc: Incorporating Sentiment Information into...	—	2	Compare
Aspect Extraction	YASO - YELP	RACL - Laptops F1 23	YASO: A Targeted Sentiment Analysis Evaluation Dataset...	IBM/yaso-tsa +1	1	Compare
Document Classification	Yelp-14	KD-LSTMreg Accuracy 69.4	DocBERT: BERT for Document Classification	castorini/hedwig +2	1	Compare
Paraphrase Identification	Yelp	SplitEE-S Accuracy 76.7	SplitEE: Early Exit in Deep Neural Networks with Split Computing	Div290/SplitEE	1	Compare
Sequential Recommendation	Yelp	BSARec HR@5 0.0275	An Attentive Inductive Bias for Sequential...	yehjin-shin/bsarec +1	1	Compare
Text Classification	yelp_polarity	no rows	—	—	0	Compare

Papers archive 2025-07-28

30 shown of 49 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 86. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Multi-Behavioral Sequential Recommendation	1	1	8 Oct 2024	not harvested
HMAR: Hierarchical Masked Attention for Multi-Behaviour Recommendation	1	3	29 Apr 2024	not harvested
An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention	2	1	16 Dec 2023	ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
SplitEE: Early Exit in Deep Neural Networks with Split Computing	1	1	17 Sep 2023	not harvested
Composable Text Controls in Latent Space with ODEs	1	1	1 Aug 2022	not harvested
A Novel Estimator of Mutual Information for Learning to Disentangle Textual Representations	0	1	6 May 2021	not harvested
Convex Aggregation for Opinion Summarization	1	4	3 Apr 2021	not harvested
YASO: A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain Reviews	2	1	29 Dec 2020	not harvested
Metapath- and Entity-aware Graph Neural Network for Recommendation	1	1	22 Oct 2020	not harvested
Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach	1	1	15 Oct 2020	ran 0 of 5 samples (5 unverified)
Big Bird: Transformers for Longer Sequences	14	1	28 Jul 2020	ran 10 of 15 samples (5 unverified; 11 pointer-only for licence)
Neural Collaborative Filtering vs. Matrix Factorization Revisited	4	1	19 May 2020	not harvested
SentiInc: Incorporating Sentiment Information into Sentiment Transfer Without Parallel Data	0	2	8 Apr 2020	not harvested
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation	0	1	25 Mar 2020	not harvested
Sampling Bias in Deep Active Classification: An Empirical Study	2	2	20 Sep 2019	ran 0 of 1 samples (1 unverified)
Style Transfer for Texts: Retrain, Report Errors, Compare with Rewrites	1	1	19 Aug 2019	ran 0 of 1 samples (1 unverified)
XLNet: Generalized Autoregressive Pretraining for Language Understanding	27	4	19 Jun 2019	ran 10 of 24 samples (14 unverified; 3 pointer-only for licence)
Rethinking Complex Neural Network Architectures for Document Classification	1	1	1 Jun 2019	not harvested
KGAT: Knowledge Graph Attention Network for Recommendation	7	1	20 May 2019	ran 7 of 13 samples (6 unverified; 1 pointer-only for licence)
How to Fine-Tune BERT for Text Classification?	15	6	14 May 2019	ran 6 of 18 samples (12 unverified; 5 pointer-only for licence)
Unsupervised Data Augmentation for Consistency Training	20	6	29 Apr 2019	ran 15 of 52 samples (37 unverified; 9 pointer-only for licence)
DocBERT: BERT for Document Classification	3	1	17 Apr 2019	ran 0 of 14 samples (14 unverified)
Knowledge Graph Convolutional Networks for Recommender Systems	8	1	18 Mar 2019	ran 1 of 5 samples (4 unverified; 1 pointer-only for licence)
Session-based Social Recommendation via Dynamic Graph Attention Networks	2	1	25 Feb 2019	ran 1 of 13 samples (12 unverified)
Learning Topological Representation for Networks via Hierarchical Sampling	1	1	15 Feb 2019	not harvested
Representation Learning for Heterogeneous Information Networks via Embedding Events	1	1	29 Jan 2019	not harvested
Squeezed Very Deep Convolutional Neural Networks for Text Classification	1	2	28 Jan 2019	not harvested
Hierarchical Attentional Hybrid Neural Networks for Document Classification	2	1	20 Jan 2019	not harvested
Learning to Remember More with Less Memorization	1	2	5 Jan 2019	ran 3 of 3 samples (0 unverified)
Compositional Coding Capsule Network with K-Means Routing for Text Classification	1	2	22 Oct 2018	not harvested

The full list of 49 is in the JSON twin.

Dataset loaders archive 2025-07-28

SaeedaAiyub/Task2tfpytorchjax

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

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

19 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections