Datasets › BeerAdvocate

BeerAdvocate

Introduced by Julian McAuley et al. in From Amateurs to Connoisseurs: Modeling the Evolution of User Expertise through Online Reviews1 Jan 2013 archive 2025-07-28

BeerAdvocate is a dataset that consists of beer reviews from beeradvocate. The data span a period of more than 10 years, including all ~1.5 million reviews up to November 2011. Each review includes ratings in terms of five "aspects": appearance, aroma, palate, taste, and overall impression. Reviews include product and user information, followed by each of these five ratings, and a plaintext review.

Source: https://snap.stanford.edu/data/web-BeerAdvocate.html

Benchmarks archive 2025-07-28

All 1 leaderboard 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)PaperCode
Recommendation Systems BeerAdvocate CFM MAE 0.5833 Predicting ratings in multi-criteria recommender systems... LucaM1985/CFM 1 Compare

Papers archive 2025-07-28

1 shown of 1 paper 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 15. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Predicting ratings in multi-criteria recommender systems via a collective factor model 1 1 21 May 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

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

Languages archive 2025-07-28

Variants archive 2025-07-28

  • BeerAdvocate

1 variant name, as the archive lists them.

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