How to use Qwen/Qwen3-ForcedAligner-0.6B-hf with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="Qwen/Qwen3-ForcedAligner-0.6B-hf")
# Load model directly from transformers import AutoProcessor, AutoModelForTokenClassification processor = AutoProcessor.from_pretrained("Qwen/Qwen3-ForcedAligner-0.6B-hf") model = AutoModelForTokenClassification.from_pretrained("Qwen/Qwen3-ForcedAligner-0.6B-hf", device_map="auto")
bezzam 
multimodalart