Datasets › Yelp2018

Yelp2018

Introduced by Xiang Wang et al. in Neural Graph Collaborative Filtering20 May 2019 archive 2025-07-28

The Yelp2018 dataset is adopted from the 2018 edition of the yelp challenge. Wherein local businesses like restaurants and bars are viewed as items. We use the same 10-core setting in order to ensure data quality.

Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 2 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
Recommendation Systems	Yelp2018	NESCL NDCG@20 0.0611	Neighborhood-Enhanced Supervised Contrastive Learning...	PeiJieSun/NESCL	11	Compare
Collaborative Filtering	Yelp2018	NESCL NDCG@20 0.0611	Neighborhood-Enhanced Supervised Contrastive Learning...	PeiJieSun/NESCL	9	Compare

Papers archive 2025-07-28

12 shown of 12 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 125. 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
Why is Normalization Necessary for Linear Recommenders?	1	2	8 Apr 2025	not harvested
SVD-AE: Simple Autoencoders for Collaborative Filtering	2	1	8 May 2024	ran 3 of 5 samples (2 unverified)
Turbo-CF: Matrix Decomposition-Free Graph Filtering for Fast Recommendation	1	1	22 Apr 2024	ran 2 of 3 samples (1 unverified)
Neighborhood-Enhanced Supervised Contrastive Learning for Collaborative Filtering	1	2	18 Feb 2024	ran 1 of 2 samples (1 unverified)
Blurring-Sharpening Process Models for Collaborative Filtering	1	4	17 Nov 2022	ran 1 of 1 samples (0 unverified)
Sapling Similarity: a performing and interpretable memory-based tool for recommendation	1	1	13 Oct 2022	not harvested
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering	2	1	5 Apr 2022	not harvested
UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation	2	1	28 Oct 2021	not harvested
SimpleX: A Simple and Strong Baseline for Collaborative Filtering	1	2	26 Sep 2021	not harvested
LT-OCF: Learnable-Time ODE-based Collaborative Filtering	2	2	8 Aug 2021	ran 0 of 3 samples (3 unverified)
Self-supervised Graph Learning for Recommendation	3	1	21 Oct 2020	not harvested
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation	18	2	6 Feb 2020	ran 2 of 7 samples (5 unverified; 2 pointer-only for licence)

Dataset loaders archive 2025-07-28

MRahimii/graph-recommender-systempytorch

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

Tasks archive 2025-07-28

Link Prediction Recommendation Systems Collaborative Filtering Unsupervised Text Style Transfer

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

Yelp2018

1 variant name, as the archive lists them.

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