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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-clean |
attention |
6.738649845123291 |
0.041159 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
ctc_greedy_search |
6.738649845123291 |
0.039847 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
ctc_prefix_beam_search |
6.738649845123291 |
0.039790 |
conformer |
47.63 M |
conf/conformer.yaml |
spec_aug + shift |
test-clean |
attention_rescoring |
6.738649845123291 |
0.034617 |
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 |
7.11 |
0.063193 |
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
ctc_greedy_search |
16, -1 |
7.11 |
0.082394 |
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
ctc_prefix_beam_search |
16, -1 |
7.11 |
0.082156 |
conformer |
47.63 M |
conf/chunk_conformer.yaml |
spec_aug + shift |
test-clean |
attention_rescoring |
16, -1 |
7.11 |
0.071000 |
Transformer
Model |
Params |
Config |
Augmentation |
Test set |
Decode method |
Loss |
WER |
transformer |
32.52 M |
conf/transformer.yaml |
spec_aug |
test-clean |
attention |
6.725063021977743 |
0.047417 |
transformer |
32.52 M |
conf/transformer.yaml |
spec_aug |
test-clean |
ctc_greedy_search |
6.725063021977743 |
0.053922 |
transformer |
32.52 M |
conf/transformer.yaml |
spec_aug |
test-clean |
ctc_prefix_beam_search |
6.725063021977743 |
0.053180 |
transformer |
32.52 M |
conf/transformer.yaml |
spec_aug |
test-clean |
attention_rescoring |
6.725063021977743 |
0.041026 |