Datasets › Multi-Domain Sentiment
Multi-Domain Sentiment
The Multi-Domain Sentiment Dataset contains product reviews taken from Amazon.com from many product types (domains). Some domains (books and dvds) have hundreds of thousands of reviews. Others (musical instruments) have only a few hundred. Reviews contain star ratings (1 to 5 stars) that can be converted into binary labels if needed.
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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Sentiment Analysis | Multi-Domain Sentiment Dataset | UDALM: Unsupervised Domain Adaptation through Language Modeling DVD 89.78 | UDALM: Unsupervised Domain Adaptation through Language Modeling | ckarouzos/slp_daptmlm | 6 | Compare |
Papers archive 2025-07-28
6 shown of 6 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 54. 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 | |||
|---|---|---|---|---|
| UDALM: Unsupervised Domain Adaptation through Language Modeling | 1 | 1 | 14 Apr 2021 | ran 0 of 5 samples (5 unverified) |
| Revisiting Distributional Correspondence Indexing: A Python Reimplementation and New Experiments | 1 | 1 | 19 Oct 2018 | not harvested |
| Strong Baselines for Neural Semi-supervised Learning under Domain Shift | 2 | 1 | 25 Apr 2018 | not harvested |
| Asymmetric Tri-training for Unsupervised Domain Adaptation | 1 | 1 | 27 Feb 2017 | not harvested |
| The Variational Fair Autoencoder | 2 | 1 | 3 Nov 2015 | not harvested |
| Domain-Adversarial Training of Neural Networks | 37 | 1 | 28 May 2015 | ran 33 of 52 samples (19 unverified; 22 pointer-only for licence) |
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
- Multi-Domain Sentiment Dataset
- Multi-Domain Sentiment
2 variant names, as the archive lists them.
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