Papers with audio language model
Scaling Rich Style-Prompted Text-to-Speech Datasets (2025.emnlp-main)
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| Challenge: | Existing datasets that only cover basic tags are limited in their scale or coverage of style tags. |
| Approach: | They propose a large-scale dataset that annotates speech utterances with rich style captions. |
| Outcome: | The proposed dataset scales speech utterances with rich style captions for the first time. |
Speak No Evil, Just Prompt: Low-resource Multilingual Toxic Speech Detection with Audio Language Model (2026.findings-acl)
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| Challenge: | Existing methods for toxic speech detection rely on high-resource languages and lack acoustic cues. |
| Approach: | They propose a prompt-based adaptation framework that performs end-to-end toxicity detection without ASR. |
| Outcome: | The proposed framework achieves a micro-averaged ROC-AUC of 98.07% on polySpeechTox . it is based on a frozen audio language model and can perform end-to-end toxicity detection without ASR . |