cstr / fireredpunc-GGUF

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Model's Last Updated: August 02 2026
token-classification

Introduction of fireredpunc-GGUF

Model Details of fireredpunc-GGUF

FireRedPunc (GGUF)

GGUF conversion of FireRedTeam/FireRedPunc for use with CrispASR .

Adds punctuation to unpunctuated ASR output using a BERT-based token classifier.

Model Details
  • Architecture : BERT-base (LERT) — 12L, d=768, 12 heads, d_ffn=3072, GELU
  • Parameters : ~102M
  • Classifier : Linear(768, 5) — 5 punctuation classes
  • Labels : space, ,(comma), 。(period), ?(question), !(exclamation)
  • Vocabulary : chinese-bert-wwm-ext (21,128 tokens, WordPiece)
  • Max sequence : 512 tokens (longer texts are automatically chunked)
  • Languages : Chinese + English
  • License : Apache 2.0
Usage with CrispASR
# Add punctuation to any ASR backend's output
crispasr --backend wav2vec2 -m wav2vec2.gguf --punc-model fireredpunc-q8_0.gguf -f audio.wav

# Works with all backends
crispasr --backend omniasr -m omniasr-ctc-1b-q4_k.gguf --punc-model fireredpunc-q8_0.gguf -f audio.wav
Available Files
File Quant Size Description
fireredpunc.gguf F16 195 MB Full precision
fireredpunc-q8_0.gguf Q8_0 104 MB Recommended — lossless quality
fireredpunc-q4_k.gguf Q4_K 56 MB Smaller but may miss some punctuation

Recommendation : Use Q8_0. Token classification is more sensitive to quantization than language modeling — Q4_K occasionally drops commas that Q8_0 and F16 correctly predict.

Example

Input (from CTC ASR):

and so my fellow americans ask not what your country can do for you ask what you can do for your country

Output (with FireRedPunc):

And so my fellow americans, ask not what your country can do for you, ask what you can do for your country?
Conversion
python models/convert-fireredpunc-to-gguf.py \
  --input /path/to/FireRedPunc \
  --output fireredpunc.gguf
Original Model

Runs of cstr fireredpunc-GGUF on huggingface.co

4.1K
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More Information About fireredpunc-GGUF huggingface.co Model

More fireredpunc-GGUF license Visit here:

https://choosealicense.com/licenses/apache-2.0

fireredpunc-GGUF huggingface.co

fireredpunc-GGUF huggingface.co is an AI model on huggingface.co that provides fireredpunc-GGUF's model effect (), which can be used instantly with this cstr fireredpunc-GGUF model. huggingface.co supports a free trial of the fireredpunc-GGUF model, and also provides paid use of the fireredpunc-GGUF. Support call fireredpunc-GGUF model through api, including Node.js, Python, http.

fireredpunc-GGUF huggingface.co Url

https://huggingface.co/cstr/fireredpunc-GGUF

cstr fireredpunc-GGUF online free

fireredpunc-GGUF huggingface.co is an online trial and call api platform, which integrates fireredpunc-GGUF's modeling effects, including api services, and provides a free online trial of fireredpunc-GGUF, you can try fireredpunc-GGUF online for free by clicking the link below.

cstr fireredpunc-GGUF online free url in huggingface.co:

https://huggingface.co/cstr/fireredpunc-GGUF

fireredpunc-GGUF install

fireredpunc-GGUF is an open source model from GitHub that offers a free installation service, and any user can find fireredpunc-GGUF on GitHub to install. At the same time, huggingface.co provides the effect of fireredpunc-GGUF install, users can directly use fireredpunc-GGUF installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

fireredpunc-GGUF install url in huggingface.co:

https://huggingface.co/cstr/fireredpunc-GGUF

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