Technical explanations
Understand one important question and make a better engineering decision.
Did fine-tuning actually make your model better?
Validate the ruler, choose a checkpoint under old-domain constraints, then test the real service.
The words are right. Why is the punctuation wrong?
Keep the original, generate a candidate, then review sentence meaning and names.
How should you use SenseVoice emotion tags?
Keep raw predictions, separate display from evaluation, and do not mistake a tag for a person's true state.
Why can a long transcript miss the ending?
Check segmentation, generation limits and output coverage when a recording seems incomplete.