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LauraGPT merged 1 commit into from
Jul 18, 2026
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docs: link SenseVoice paper and GGUF checkpoints #3251

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5 changes: 4 additions & 1 deletion README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -56,6 +56,9 @@ On CPU (or for five-language ASR plus emotion and audio-event tags), use
**SenseVoiceSmall**. The pipeline below composes SenseVoiceSmall with FSMN-VAD
and CAM++; diarization is provided by the separate CAM++ model, not by the
SenseVoiceSmall checkpoint:
See the [SenseVoice paper](https://arxiv.org/abs/2407.04051),
[Hugging Face checkpoint](https://huggingface.co/FunAudioLLM/SenseVoiceSmall),
and [GGUF edge checkpoint](https://huggingface.co/FunAudioLLM/SenseVoiceSmall-GGUF).
Comment on lines 58 to +61

@gemini-code-assist gemini-code-assist Bot Jul 18, 2026

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medium

The newly added links are inserted directly between the introductory sentence (which ends with a colon :) and the Python code block. This breaks the grammatical flow of the introduction, making the colon point to the links instead of the code block.

To maintain readability and consistency with README_zh.md (where the links are placed at the end of the section), please move these links to the end of the SenseVoice section, right after the sentence:
One AutoModel pipeline call coordinates the configured ASR, VAD, and speaker models and returns the combined result.

Suggested change
SenseVoiceSmall checkpoint:
See the [SenseVoice paper](https://arxiv.org/abs/2407.04051),
[Hugging Face checkpoint](https://huggingface.co/FunAudioLLM/SenseVoiceSmall),
and [GGUF edge checkpoint](https://huggingface.co/FunAudioLLM/SenseVoiceSmall-GGUF).
SenseVoiceSmall checkpoint:


```python
from funasr import AutoModel
Expand Down Expand Up @@ -143,7 +146,7 @@ Requirements: Python ≥ 3.8. Install PyTorch + torchaudio first ([pytorch.org](
|-------|------|-----------|--------|-------|
| **Fun-ASR-Nano** | ASR | zh/en/ja + Chinese dialects and accents | 800M | [⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512) |
| **Fun-ASR-MLT-Nano** | ASR | 31 languages | 800M | [⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512) |
| **SenseVoiceSmall** | ASR + emotion + events | zh/en/ja/ko/yue | 234M | [⭐](https://www.modelscope.cn/models/iic/SenseVoiceSmall) [🤗](https://huggingface.co/FunAudioLLM/SenseVoiceSmall) |
| **SenseVoiceSmall** | ASR + emotion + events | zh/en/ja/ko/yue | 234M | [⭐](https://www.modelscope.cn/models/iic/SenseVoiceSmall) [🤗](https://huggingface.co/FunAudioLLM/SenseVoiceSmall) [GGUF](https://huggingface.co/FunAudioLLM/SenseVoiceSmall-GGUF) [paper](https://arxiv.org/abs/2407.04051) |
| **Paraformer-zh** | ASR + timestamps | zh/en | 220M | [⭐](https://www.modelscope.cn/models/iic/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary) [🤗](https://huggingface.co/funasr/paraformer-zh) |
| Paraformer-zh-streaming | Streaming ASR | zh/en | 220M | [⭐](https://modelscope.cn/models/iic/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary) [🤗](https://huggingface.co/funasr/paraformer-zh-streaming) |
| Qwen3-ASR | ASR, 52 languages | multilingual | 1.7B | [usage](examples/industrial_data_pretraining/qwen3_asr) |
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5 changes: 4 additions & 1 deletion README_zh.md
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Expand Up @@ -56,6 +56,9 @@ for seg in result[0]["sentence_info"]:
这是一次 `AutoModel` pipeline 调用，实际组合了 SenseVoiceSmall、FSMN-VAD
和 CAM++ 三个独立模型；说话人分离由 CAM++ 提供，并非 SenseVoiceSmall
checkpoint 的内置输出。
SenseVoice 论文见 [arXiv:2407.04051](https://arxiv.org/abs/2407.04051)，
模型见 [Hugging Face checkpoint](https://huggingface.co/FunAudioLLM/SenseVoiceSmall)，
边缘部署可用 [GGUF checkpoint](https://huggingface.co/FunAudioLLM/SenseVoiceSmall-GGUF)。

### LLM 语音识别：Fun-ASR-Nano

Expand Down Expand Up @@ -175,7 +178,7 @@ pip install -e ./
|------|------|------|--------|------|
| **Fun-ASR-Nano** | 识别 | 中/英/日 + 中文方言 | 800M | [⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-Nano-2512) |
| **Fun-ASR-MLT-Nano** | 识别 | 31 种语言 | 800M | [⭐](https://www.modelscope.cn/models/FunAudioLLM/Fun-ASR-MLT-Nano-2512) [🤗](https://huggingface.co/FunAudioLLM/Fun-ASR-MLT-Nano-2512) |
| **SenseVoiceSmall** | 识别 + 情感 + 事件 | 中/英/日/韩/粤 | 234M | [⭐](https://www.modelscope.cn/models/iic/SenseVoiceSmall) [🤗](https://huggingface.co/FunAudioLLM/SenseVoiceSmall) |
| **SenseVoiceSmall** | 识别 + 情感 + 事件 | 中/英/日/韩/粤 | 234M | [⭐](https://www.modelscope.cn/models/iic/SenseVoiceSmall) [🤗](https://huggingface.co/FunAudioLLM/SenseVoiceSmall) [GGUF](https://huggingface.co/FunAudioLLM/SenseVoiceSmall-GGUF) [论文](https://arxiv.org/abs/2407.04051) |
| **Paraformer-zh** | 识别 + 时间戳 | 中/英 | 220M | [⭐](https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary) [🤗](https://huggingface.co/funasr/paraformer-zh) |
| Paraformer-zh-streaming | 流式识别 | 中/英 | 220M | [⭐](https://modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary) [🤗](https://huggingface.co/funasr/paraformer-zh-streaming) |
| Qwen3-ASR | 识别，52 种语言 | 多语言 | 1.7B | [使用](examples/industrial_data_pretraining/qwen3_asr) |
Expand Down
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