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🚀 Main Results

Comparison of QUADS and Prior Methods on the SLURP and FSC Datasets. We report accuracy and F1-score for model performance, alongside GMACs and model size, to evaluate efficiency.

🛠️ Requirements and Installation

git clone https://github.com/BASHLab/QUADS.git
cd QUADS
pythom3 -m venv venv
source venv/bin/activate
pip install -r requirements.txt

🗝️ Training & Evaluation

python train.py

Citation

@inproceedings{biswas25b_interspeech,
  title     = {{QUADS: Quantized Distillation Framework for Efficient Speech Language Understanding}},
  author    = {{Subrata Biswas and Mohammad Nur Hossain Khan and Bashima Islam}},
  year      = {{2025}},
  booktitle = {{Interspeech 2025}},
  pages     = {{4098--4102}},
  doi       = {{10.21437/Interspeech.2025-532}},
}

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