All articles
The complete archive. Versions and measurements in older articles reflect their original environments; use maintained documentation for current setup.
v1.4.16: Mixed-device submodel fix
Preserve explicit VAD, punctuation, and speaker placement, with tested native Transformers guides.
Did fine-tuning actually make your model better?
Validate the ruler, choose a checkpoint under old-domain constraints, then test the real service.
When is a meeting transcript ready to use?
Text alone is not enough. Review key details, speaker turns and time coverage.
Choose the right checkpoint for Transformers
Checkpoint formats are not interchangeable. Choose the right artifact before connecting the API.
v1.4.14: Source packages and MOSS discovery
Turn a conversation into editable subtitles
Create subtitles with recording-local speaker labels, then select the passages you need.
v1.4.5: Python dependencies and runtimes
v1.4.3: VAD and speaker clustering
Generating local subtitles in Subtitle Edit
v1.4.0: Packaging and argument validation
FunClip v2.1.0: The first versioned release
v1.3.28: Realtime and subtitle fixes
v1.3.27: Language metadata and fallback
v1.3.26: API and runtime entry points
Notes on choosing a FunASR model
Finding the original audio with timestamps
What to check before migrating a speech API
The words are right. Why is the punctuation wrong?
Keep the original, generate a candidate, then review sentence meaning and names.
How VAD identifies speech regions
Notes on migrating to self-hosted speech
Deployment choices for CPU speech recognition
Transcribing Japanese recordings
Getting started with Mandarin transcription
Chinese and Cantonese: an earlier comparison
Transcribing Cantonese recordings
Chinese speech recognition with llama.cpp
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.
Transcribe a recording with Python
Add transcription to your own API
Start with a local request, then define authentication, output formats and operating responsibilities.
You have a subtitle file. Is it ready?
Create SRT from a Mandarin recording, convert it to VTT, then check timing and text against the audio.
Transcribing audio from the command line
Why can a long transcript miss the ending?
Check segmentation, generation limits and output coverage when a recording seems incomplete.
Speaker diarization: who spoke when
A streaming path for live captions
Getting started with SenseVoice
FunASR and Whisper: historical measurements
Using Fun-ASR-Nano