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LibriSpeech
Conformer
Model |
Params |
Config |
Augmentation |
Test set |
Decode method |
Loss |
WER |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-all |
attention |
6.35 |
0.057117 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
attention |
6.35 |
0.030162 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
ctc_greedy_search |
6.35 |
0.037910 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
ctc_prefix_beam_search |
6.35 |
0.037761 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
attention_rescoring |
6.35 |
0.032115 |
Chunk Conformer
Model |
Params |
Config |
Augmentation |
Test set |
Decode method |
Chunk Size & Left Chunks |
Loss |
WER |
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
attention |
16, -1 |
7.01250648 |
0.069548 |
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
ctc_greedy_search |
16, -1 |
7.01250648 |
0.094753 |
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
ctc_prefix_beam_search |
16, -1 |
7.01250648 |
|
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
attention_rescoring |
16, -1 |
7.01250648 |
|
Transformer
Model |
Params |
Config |
Augmentation |
Test set |
Decode method |
Loss |
WER |
transformer |
32.52 M |
conf/transformer.yaml |
spec_aug + shift |
test-all |
attention |
6.98 |
0.066500 |
transformer |
32.52 M |
conf/transformer.yaml |
spec_aug + shift |
test-clean |
attention |
6.98 |
0.036 |