pkufool commited on
Commit
132ebb0
·
verified ·
1 Parent(s): 06a81b5

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +56 -0
README.md ADDED
@@ -0,0 +1,56 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ language:
4
+ - zh
5
+ - en
6
+ metrics:
7
+ - wer
8
+ tags:
9
+ - ASR
10
+ - onnx
11
+ - streaming
12
+ ---
13
+
14
+ ## Introduction
15
+
16
+ This is a large streaming [zipformer](https://arxiv.org/pdf/2310.11230) model developed by Xiaomi AI Lab Next-gen-Kaldi team. The model was trained on around 20,0000 hours of open-sourced
17
+ Chinese and English datasets. The number of parameters is around 150M.
18
+
19
+ The performance on some popular test sets (CER for Chinese, WER for English).
20
+
21
+ > The chunk-size=16 and left-context-frames=128
22
+
23
+ | Head | aishell test 1 / 2 | wenetspeech test-net/meetting | Common Voice zh | kespeech test | librispeech test-clean / other | gigaspeech test | Common voice en | tedium test |
24
+ | -- | -- | -- | -- | -- | -- | -- | -- | -- |
25
+ | CTC | 3.78 / 4.71 | 8.65 / 10.54 | 11.8 | 15.35 | 3.74 / 8.5 | 12.32 | 19.7 | 10.92 |
26
+ | Transducer | 3.53 / 4.48 | 8.31 / 10.27 | 11.99| 14.83 | 3.26 / 7.51 | 11.77| 17.53| 10.82 |
27
+
28
+ Please refer to [zipformer in github](https://github.com/pkufool/zipformer) for model details.
29
+
30
+ > Training set list: Librispeech, Gigaspeech, Commonvoice-2022(zh + en), Libriheavy, Emilia (zh+en), AIshell 2, Wenetspeech, Wenetspeech4tts, Kespeech, AIshell, aidatatang, aishell4, alimeeting, magicdata, primewords, stcmds, thchs30.
31
+
32
+ ## Documentation
33
+
34
+ Please refer to [https://pkufool.github.io/zipformer/en/models/](https://pkufool.github.io/zipformer/en/models/)
35
+
36
+
37
+ ## Citation
38
+
39
+ ```
40
+ @inproceedings{yao2024zipformer,
41
+ title={Zipformer: A faster and better encoder for automatic speech recognition},
42
+ author={Yao, Zengwei and Guo, Liyong and Yang, Xiaoyu and Kang, Wei and Kuang, Fangjun and Yang, Yifan and Jin, Zengrui and Lin, Long and Povey, Daniel},
43
+ booktitle={International Conference on Learning Representations},
44
+ volume={2024},
45
+ pages={44440--44455},
46
+ year={2024}
47
+ }
48
+ @inproceedings{yao2025cr,
49
+ title={Cr-ctc: Consistency regularization on ctc for improved speech recognition},
50
+ author={Yao, Zengwei and Kang, Wei and Yang, Xiaoyu and Kuang, Fangjun and Guo, Liyong and Zhu, Han and Jin, Zengrui and Li, Zhaoqing and Lin, Long and Povey, Daniel},
51
+ booktitle={International Conference on Learning Representations},
52
+ volume={2025},
53
+ pages={26850--26868},
54
+ year={2025}
55
+ }
56
+ ```