Whisper Deepstack Tn Intent
This model is a small classifier head (0.8M params) trained on top of frozen Whisper-large-v3 encoder features for Tunisian Arabic intent recognition as part of the NADI 2026 Shared Task.
Fonte do modelo
- Tipo
- Other
- Tamanho do arquivo
- 3,04–20,4 MB
- Versão
- vBest classifier
- Atualizado
- 25 de out. de 2026
- Fonte
- Hugging Face
Descrição da fonte
Whisper-DeepStack Tunisian Arabic Intent Classifier
This model is a small classifier head (~0.8M params) trained on top of frozen Whisper-large-v3 encoder features for Tunisian Arabic intent recognition as part of the NADI 2026 Shared Task.
Architecture
- Encoder:
openai/whisper-large-v3(frozen) - DeepStack Layers: [10, 21, 31]
- Aggregation: sum
- Validation Accuracy: 0.1513
- Validation Weighted F1: 0.0882
Usage
import torch
from huggingface_hub import hf_hub_download
ckpt = torch.load(
hf_hub_download("FatimahEmadEldin/whisper-deepstack-tn-intent", "best_classifier.pt"),
map_location='cpu'
)
Fontes
1 fonte
Fontes
1 fonteVerificado 25 de out.
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Artefatos de modelo
2 artefatos
Artefatos de modelo
2 artefatosTrechos de fonte
2 trechos
Trechos de fonte
2 trechos--- language: ar tags: - audio-classification - intent-classification - arabic - tunisian-arabic - slurp-tn - nadi-2026 license: apache-2.0 datasets: - Elyadata/SLURP-TN --- # Whisper-DeepStack Tunisian Arabic Intent Classifier This model is a small classifier head (~0.8M params) trained on top of frozen Whisper-large-v3 encoder features for Tunisian Arabic intent recognition as part of the NADI 2026 Shared Task. ## Architecture - **Encoder**: `openai/whisper-large-v3` (frozen) - **DeepStack Layers**: [10, 21, 31] - **Aggregation**: sum - **Validation Accuracy**: 0.1513 - **Validation Weighted F1**: 0.0882 ## Usage ```python import torch from huggingface_hub import hf_hub_download ckpt = torch.load( hf_hub_download("FatimahEmadEldin/whisper-deepstack-tn-intent", "best_classifier.pt"), map_location='cpu' ) ```
Source context: 0 downloads · 0 likes · Pipeline audio-classification · Repo FatimahEmadEldin/whisper-deepstack-tn-intent
