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 # BUD-E Whisper: Emotional Speech Captioning Model
 
 
-**BUD-E Whisper** is a suite of Whisper models fine-tuned for **direct emotional speech captioning**. The core models are built upon OpenAI's Whisper architecture, with the current primary variant being a fine-tune of **OpenAI Whisper Small**. These models are designed to generate text captions that not only transcribe speech but also inherently reflect its emotional content.
+**BUD-E Whisper** is a suite of Whisper models fine-tuned for **direct emotional speech captioning**, as introduced in [https://arxiv.org/abs/2506.09827](https://arxiv.org/abs/2506.09827). The core models are built upon OpenAI's Whisper architecture, with the current primary variant being a fine-tune of **OpenAI Whisper Small**. These models are designed to generate text captions that not only transcribe speech but also inherently reflect its emotional content.
 
 The embeddings generated by BUD-E Whisper can also serve as input for **Empathic Insight - Voice**, a downstream ensemble of Multi-Layer Perceptrons (MLPs) designed to predict dimensional emotion scores.