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Introduction Despite notable advances in speech emotion recognition (SER) driven by speech foundation models [1, 2], accurately recognizing emotions from speech remains a challen

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Developing a Top-tier Framework in Naturalistic Conditions Challenge for Categorized Emotion Prediction: From Speech Foundation Models and Learning Objective to Data Augmentation and Engineering Choices

cs.SD · 2025-05-28 · conditional · novelty 4.0

A simple multimodal system with soft labels and audio augmentation reaches top-3 in the IS25 emotion recognition challenge.

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Developing a Top-tier Framework in Naturalistic Conditions Challenge for Categorized Emotion Prediction: From Speech Foundation Models and Learning Objective to Data Augmentation and Engineering Choices cs.SD · 2025-05-28 · conditional · none · ref 1
A simple multimodal system with soft labels and audio augmentation reaches top-3 in the IS25 emotion recognition challenge.

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