Methods › General › Self-Supervised Learning › Trans-Encoder
Trans-Encoder
Introduced by Fangyu Liu et al. in Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Unsupervised knowledge distillation from a pretrained language model to itself, by alternating between its bi- and cross-encoder forms.
Papers archive 2025-07-28
1 shown of 1, 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.
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Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations 27 Sep 2021 · 1 repository · arXiv:2109.13059
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 |
|---|---|
| Contrastive Learning | 1 |
| Language Modelling | 1 |
| Paraphrase Identification | 1 |
| Semantic Textual Similarity | 1 |
| Sentence | 1 |
| Sentence Similarity | 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