---
title: punctuate-all-GGUF
canonical_url: "https://www.modelscope.cn/models/cloudlnk/punctuate-all-GGUF"
md_url: "https://www.modelscope.cn/models/cloudlnk/punctuate-all-GGUF.md"
repository: cloudlnk/punctuate-all-GGUF
last_updated: 2026-06-09
license: mit
pipeline_tag: token-classification
tasks:
  - token-classification
base_model:
  - kredor/punctuate-all
base_model_relation: quantized
library_name:
  - gguf
language:
  - en
  - de
  - fr
  - es
  - bg
  - it
  - pl
  - nl
  - cs
  - pt
  - sk
  - sl
downloads: 9
stars: 0
tags:
  - gguf
  - ggml
  - punctuation
  - text-processing
  - xlm-roberta
  - nlp
---

# punctuate-all-GGUF

> punctuate-all-GGUF - cloudlnk 在 ModelScope 开源的模型。Punctuate-All (GGUF)

cloudlnk/punctuate-all-GGUF 是 ModelScope 魔搭社区上的token-classification模型，采用 mit 许可，基于 kredor/punctuate-all 构建。

- **Repository**: cloudlnk/punctuate-all-GGUF
- **License**: mit
- **Tasks**: token-classification
- **Base model**: kredor/punctuate-all
- **Tags**: gguf, ggml, punctuation, text-processing, xlm-roberta, nlp
- **Downloads**: 9
- **Stars**: 0
- **Last updated**: 2026-06-09

Source: https://www.modelscope.cn/models/cloudlnk/punctuate-all-GGUF

---

# Punctuate-All (GGUF)

GGUF conversion of [kredor/punctuate-all](https://huggingface.co/kredor/punctuate-all) for use with [CrispASR](https://github.com/CrispStrobe/CrispASR).

Adds punctuation to unpunctuated ASR output. **12 languages** with ASCII punctuation output. Smaller and faster alternative to fullstop-punc-multilang (base vs large).

## Model Details

- **Architecture**: XLM-RoBERTa-base — 12L, d=768, 12 heads, d_ffn=3072, GELU
- **Parameters**: ~278M
- **Classifier**: Linear(768, 6) — 6 punctuation classes
- **Labels**: none, `.` (period), `,` (comma), `?` (question), `-` (dash), `:` (colon)
- **Vocabulary**: SentencePiece (250,002 tokens)
- **Max sequence**: 512 tokens (auto-chunked)
- **Languages**: en, de, fr, es, bg, it, pl, nl, cs, pt, sk, sl
- **License**: MIT

## Usage with CrispASR

```bash
crispasr --backend wav2vec2 -m wav2vec2.gguf --punc-model punctuate-all-q4_k.gguf -f audio.wav
```

## Available Files

| File | Quant | Size | Description |
|------|-------|------|-------------|
| `punctuate-all-f16.gguf` | F16 | 901 MB | Half precision |
| `punctuate-all-q4_k.gguf` | Q4_K | 154 MB | Recommended |

## Original Model

- **Source**: [kredor/punctuate-all](https://huggingface.co/kredor/punctuate-all)
- **Training**: WMT/Europarl dataset