|
7 | 7 | * Decoding info: ctc_weight 0.3, reverse weight 0.5, average_num 30
|
8 | 8 | * Git hash: 65270043fc8c2476d1ab95e7c39f730017a670e0
|
9 | 9 | * Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/librispeech/20210610_conformer_bidecoder_exp.tar.gz
|
| 10 | +* LM-tgmed: [3-gram.pruned.1e-7.arpa.gz](http://www.openslr.org/resources/11/3-gram.pruned.1e-7.arpa.gz) |
| 11 | +* LM-tglarge: [3-gram.arpa.gz](http://www.openslr.org/resources/11/3-gram.arpa.gz) |
| 12 | +* LM-fglarge: [4-gram.arpa.gz](http://www.openslr.org/resources/11/4-gram.arpa.gz) |
10 | 13 |
|
11 |
| -| decoding mode | test clean | test other | |
12 |
| -|--------------------------------|------------|------------| |
13 |
| -| ctc prefix beam search | 2.96 | 7.14 | |
14 |
| -| attention rescoring | 2.66 | 6.53 | |
| 14 | +| decoding mode | test clean | test other | |
| 15 | +|----------------------------------|------------|------------| |
| 16 | +| ctc prefix beam search | 2.96 | 7.14 | |
| 17 | +| attention rescoring | 2.66 | 6.53 | |
| 18 | +| LM-tgmed + attention rescoring | 2.78 | 6.32 | |
| 19 | +| LM-tglarge + attention rescoring | 2.68 | 6.10 | |
| 20 | +| LM-fglarge + attention rescoring | 2.65 | 5.98 | |
15 | 21 |
|
16 | 22 | ## Conformer Result
|
17 | 23 |
|
|
20 | 26 | * Decoding info: ctc_weight 0.5, average_num 30
|
21 | 27 | * Git hash: 90d9a559840e765e82119ab72a11a1f7c1a01b78
|
22 | 28 | * Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/librispeech/20210216_conformer_exp.tar.gz
|
23 |
| -* LM-fgbig: [4-gram.arpa.gz](http://www.openslr.org/resources/11/4-gram.arpa.gz) |
| 29 | +* LM-fglarge: [4-gram.arpa.gz](http://www.openslr.org/resources/11/4-gram.arpa.gz) |
24 | 30 |
|
25 |
| -| decoding mode | test clean | test other | |
26 |
| -|--------------------------------|------------|------------| |
27 |
| -| ctc greedy search | 3.51 | 9.57 | |
28 |
| -| ctc prefix beam search | 3.51 | 9.56 | |
29 |
| -| attention decoder | 3.05 | 8.36 | |
30 |
| -| attention rescoring | 3.18 | 8.72 | |
31 |
| -| attention rescoring (beam 50) | 3.12 | 8.55 | |
32 |
| -| LM-fgbig + attention rescoring | 3.09 | 7.40 | |
| 31 | +| decoding mode | test clean | test other | |
| 32 | +|----------------------------------|------------|------------| |
| 33 | +| ctc greedy search | 3.51 | 9.57 | |
| 34 | +| ctc prefix beam search | 3.51 | 9.56 | |
| 35 | +| attention decoder | 3.05 | 8.36 | |
| 36 | +| attention rescoring | 3.18 | 8.72 | |
| 37 | +| attention rescoring (beam 50) | 3.12 | 8.55 | |
| 38 | +| LM-fglarge + attention rescoring | 3.09 | 7.40 | |
33 | 39 |
|
34 | 40 | ## Conformer U2++ Result
|
35 | 41 |
|
@@ -58,28 +64,28 @@ test other
|
58 | 64 | * Decoding info: ctc_weight 0.5, average_num 30
|
59 | 65 | * Git hash: 90d9a559840e765e82119ab72a11a1f7c1a01b78
|
60 | 66 | * Model link: http://mobvoi-speech-public.ufile.ucloud.cn/public/wenet/librispeech/20210215_unified_conformer_exp.tar.gz
|
61 |
| -* Default LM: [3-gram.pruned.1e-7.arpa.gz](http://www.openslr.org/resources/11/3-gram.pruned.1e-7.arpa.gz) |
62 |
| -* LM-tgbig: [3-gram.arpa.gz](http://www.openslr.org/resources/11/3-gram.arpa.gz) |
63 |
| -* LM-fgbig: [4-gram.arpa.gz](http://www.openslr.org/resources/11/4-gram.arpa.gz) |
| 67 | +* LM-tgmed: [3-gram.pruned.1e-7.arpa.gz](http://www.openslr.org/resources/11/3-gram.pruned.1e-7.arpa.gz) |
| 68 | +* LM-tglarge: [3-gram.arpa.gz](http://www.openslr.org/resources/11/3-gram.arpa.gz) |
| 69 | +* LM-fglarge: [4-gram.arpa.gz](http://www.openslr.org/resources/11/4-gram.arpa.gz) |
64 | 70 |
|
65 | 71 | test clean
|
66 |
| -| decoding mode | full | 16 | |
67 |
| -|--------------------------------|------|------| |
68 |
| -| ctc prefix beam search | 4.26 | 5.00 | |
69 |
| -| attention decoder | 3.05 | 3.44 | |
70 |
| -| attention rescoring | 3.72 | 4.10 | |
71 |
| -| attention rescoring (beam 50) | 3.57 | 3.95 | |
72 |
| -| LM + attention rescoring | 3.56 | 4.02 | |
73 |
| -| LM-tgbig + attention rescoring | 3.40 | 3.82 | |
74 |
| -| LM-fgbig + attention rescoring | 3.38 | 3.74 | |
| 72 | +| decoding mode | full | 16 | |
| 73 | +|----------------------------------|------|------| |
| 74 | +| ctc prefix beam search | 4.26 | 5.00 | |
| 75 | +| attention decoder | 3.05 | 3.44 | |
| 76 | +| attention rescoring | 3.72 | 4.10 | |
| 77 | +| attention rescoring (beam 50) | 3.57 | 3.95 | |
| 78 | +| LM-tgmed + attention rescoring | 3.56 | 4.02 | |
| 79 | +| LM-tglarge + attention rescoring | 3.40 | 3.82 | |
| 80 | +| LM-fglarge + attention rescoring | 3.38 | 3.74 | |
75 | 81 |
|
76 | 82 | test other
|
77 |
| -| decoding mode | full | 16 | |
78 |
| -|--------------------------------|-------|-------| |
79 |
| -| ctc prefix beam search | 10.87 | 12.87 | |
80 |
| -| attention decoder | 9.07 | 10.44 | |
81 |
| -| attention rescoring | 9.74 | 11.61 | |
82 |
| -| attention rescoring (beam 50) | 9.34 | 11.13 | |
83 |
| -| LM + attention rescoring | 8.78 | 10.26 | |
84 |
| -| LM-tgbig + attention rescoring | 8.34 | 9.74 | |
85 |
| -| LM-fgbig + attention rescoring | 8.17 | 9.44 | |
| 83 | +| decoding mode | full | 16 | |
| 84 | +|----------------------------------|-------|-------| |
| 85 | +| ctc prefix beam search | 10.87 | 12.87 | |
| 86 | +| attention decoder | 9.07 | 10.44 | |
| 87 | +| attention rescoring | 9.74 | 11.61 | |
| 88 | +| attention rescoring (beam 50) | 9.34 | 11.13 | |
| 89 | +| LM-tgmed + attention rescoring | 8.78 | 10.26 | |
| 90 | +| LM-tglarge + attention rescoring | 8.34 | 9.74 | |
| 91 | +| LM-fglarge + attention rescoring | 8.17 | 9.44 | |
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