Datasets › DSC (10 tasks)
DSC (10 tasks) (Task Incremental Document Sentiment Classification)
A set of 10 DSC datasets (reviews of 10 products) to produce sequences of tasks. The products are Sports, Toys, Tools, Video, Pet, Musical, Movies, Garden, Offices, and Kindle. 2500 positive and 2500 negative training reviews per task . The validation reviews are with 250 positive and 250 negative and the test reviews are with 250 positive and 250 negative reviews. The detailed statistic on page https://github.com/ZixuanKe/PyContinual
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 | ||||
|---|---|---|---|---|---|---|
| Continual Learning | DSC (10 tasks) | CTR F1 - macro 0.8875 | Achieving Forgetting Prevention and Knowledge Transfer... | zixuanke/pycontinual | 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 6. 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 | |||
|---|---|---|---|---|
| Continual Learning with Knowledge Transfer for Sentiment Classification | 2 | 1 | 18 Dec 2021 | not harvested |
| Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks | 2 | 1 | 18 Dec 2021 | not harvested |
| Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks | 1 | 1 | 6 Dec 2021 | not harvested |
| Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning | 1 | 1 | 5 Dec 2021 | not harvested |
| Overcoming catastrophic forgetting with hard attention to the task | 2 | 1 | 4 Jan 2018 | not harvested |
| Overcoming catastrophic forgetting in neural networks | 29 | 1 | 2 Dec 2016 | ran 14 of 22 samples (8 unverified; 4 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
No modality tagged.
Languages archive 2025-07-28
Variants archive 2025-07-28
- DSC (10 tasks)
1 variant name, as the archive lists them.
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