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GLM-ASR-Nano-2512
is a robust, open-source speech recognition model with
1.5B parameters
. Designed for
real-world complexity, it outperforms OpenAI Whisper V3 on multiple benchmarks while maintaining a compact size.
Key capabilities include:
Exceptional Dialect Support:
Beyond standard Mandarin and English, the model is highly optimized for
Cantonese (粤语)
and other dialects,
effectively bridging the gap in dialectal speech recognition.
Low-Volume Speech Robustness:
Specifically trained for
"Whisper/Quiet Speech"
scenarios. It captures and accurately transcribes extremely
low-volume audio that traditional models often miss.
SOTA Performance:
Achieves the
lowest average error rate (4.10)
among comparable open-source models, showing significant advantages
in Chinese benchmarks (Wenet Meeting, Aishell-1, etc..).
Benchmark
We evaluated GLM-ASR-Nano against leading open-source and closed-source models. The results demonstrate that *
GLM-ASR-Nano (1.5B)
* achieves superior performance, particularly in challenging acoustic environments.
Notes:
Wenet Meeting reflects real-world meeting scenarios with noise and overlapping speech.
Aishell-1 is a standard Mandarin benchmark.
Inference
GLM-ASR-Nano-2512
can be easily integrated using the
transformers
library.
We will support
transformers 5.x
as well as inference frameworks such as
vLLM
and
SGLang
.
you can check more code in
Github
.
Runs of zai-org GLM-ASR-Nano-2512 on huggingface.co
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7-day runs
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30-day runs
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GLM-ASR-Nano-2512 is an open source model from GitHub that offers a free installation service, and any user can find GLM-ASR-Nano-2512 on GitHub to install. At the same time, huggingface.co provides the effect of GLM-ASR-Nano-2512 install, users can directly use GLM-ASR-Nano-2512 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.