Methods › Computer Vision › Multi-Modal Methods › CTAL
CTAL
Introduced by Hang Li et al. in CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
CTAL is a pre-training framework for strong audio-and-language representations with a Transformer, which aims to learn the intra-modality and inter-modalities connections between audio and language through two proxy tasks on a large amount of audio- and-language pairs: masked language modeling and masked cross-modal acoustic modeling. The pre-trained model is a Transformer for Audio and Language, i.e., CTAL, which consists of two modules, a language stream encoding module which adapts word as input element, and a text-referred audio stream encoder module which accepts both frame-level Mel-spectrograms and token-level output embeddings from the language stream
Papers archive 2025-07-28
2 shown of 2, 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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Cross-Task Affinity Learning for Multitask Dense Scene Predictions 20 Jan 2024 · 1 repository · arXiv:2401.11124
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CTAL: Pre-training Cross-modal Transformer for Audio-and-Language Representations 1 Sep 2021 · 1 repository · arXiv:2109.00181Syntology ran 3 of 19 samples · 16 unverified · 5 pointer-only (licence)
Tasks archive 2025-07-28
7 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 |
|---|---|
| Decoder | 1 |
| Emotion Classification | 1 |
| Language Modeling | 1 |
| Language Modelling | 1 |
| Masked Language Modeling | 1 |
| Sentiment Analysis | 1 |
| Speaker Verification | 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
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