Methods › Natural Language Processing › Text Augmentation › MixText
MixText
Introduced by Jiaao Chen et al. in MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
MixText is a semi-supervised learning method for text classification, which uses a new data augmentation method called TMix. TMix creates a large amount of augmented training samples by interpolating text in hidden space. The technique leverages advances in data augmentation to guess low-entropy labels for unlabeled data, making them as easy to use as labeled data.
Papers archive 2025-07-28
3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
FPMT: Enhanced Semi-Supervised Model for Traffic Incident Detection 12 Sep 2024 · 0 repositories · arXiv:2409.07839
-
LLM-as-a-Coauthor: Can Mixed Human-Written and Machine-Generated Text Be Detected? 11 Jan 2024 · 2 repositories · arXiv:2401.05952Syntology ran 6 of 16 samples · 10 unverified · 16 pointer-only (licence)
-
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification 25 Apr 2020 · 2 repositories · arXiv:2004.12239
Tasks archive 2025-07-28
6 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Data Augmentation | 2 |
| Binary text classification | 1 |
| Classification | 1 |
| General Classification | 1 |
| Semi-Supervised Text Classification | 1 |
| Text Classification | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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