Methods › Natural Language Processing › Language Models › CANINE
CANINE
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
CANINE is a pre-trained encoder for language understanding that operates directly on character sequences—without explicit tokenization or vocabulary—and a pre-training strategy with soft inductive biases in place of hard token boundaries. To use its finer-grained input effectively and efficiently, Canine combines downsampling, which reduces the input sequence length, with a deep transformer stack, which encodes context.
Papers archive 2025-07-28
6 shown of 6, 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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Token-free Models for Sarcasm Detection 2 May 2025 · 0 repositories · arXiv:2505.01006
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Phishing Website Detection through Multi-Model Analysis of HTML Content 9 Jan 2024 · 0 repositories · arXiv:2401.04820
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SecureReg: Combining NLP and MLP for Enhanced Detection of Malicious Domain Name Registrations 6 Jan 2024 · 0 repositories · arXiv:2401.03196
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Elementwise Language Representation 27 Feb 2023 · 0 repositories · arXiv:2302.13475
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An Ensemble of Pre-trained Transformer Models For Imbalanced Multiclass Malware Classification 25 Dec 2021 · 1 repository · arXiv:2112.13236
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CANINE: Pre-training an Efficient Tokenization-Free Encoder for Language Representation 11 Mar 2021 · 6 repositories · arXiv:2103.06874
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 |
|---|---|
| Document Classification | 1 |
| Inductive Bias | 1 |
| Malware Classification | 1 |
| Phishing Website Detection | 1 |
| Sarcasm Detection | 1 |
| Specificity | 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