RESULTS
Environments
- date:
Mon Feb 15 07:13:00 UTC 2021 - python version:
3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0] - espnet version:
espnet 0.9.6 - pytorch version:
pytorch 1.7.1 - Git hash:
8eff1a983f6098111619328a7d8254974ae9dfca- Commit date:
Wed Dec 16 02:22:50 2020 +0000
- Commit date:
asr_train_asr_conformer5_raw_bpe5000_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_accum_grad2_sp
WER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| decode_asr_asr_model_valid.acc.ave/dev_clean | 2703 | 54402 | 97.7 | 2.1 | 0.2 | 0.3 | 2.6 | 31.9 |
| decode_asr_asr_model_valid.acc.ave/dev_other | 2864 | 50948 | 93.9 | 5.6 | 0.5 | 0.7 | 6.8 | 51.7 |
| decode_asr_asr_model_valid.acc.ave/test_clean | 2620 | 52576 | 97.6 | 2.2 | 0.2 | 0.3 | 2.7 | 32.1 |
| decode_asr_asr_model_valid.acc.ave/test_other | 2939 | 52343 | 94.0 | 5.5 | 0.6 | 0.8 | 6.8 | 53.0 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_clean | 2703 | 54402 | 98.2 | 1.6 | 0.2 | 0.2 | 2.0 | 26.0 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_other | 2864 | 50948 | 95.6 | 3.9 | 0.5 | 0.5 | 4.9 | 41.6 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_clean | 2620 | 52576 | 98.1 | 1.7 | 0.2 | 0.3 | 2.1 | 26.1 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_other | 2939 | 52343 | 95.5 | 4.0 | 0.6 | 0.6 | 5.1 | 44.4 |
CER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| decode_asr_asr_model_valid.acc.ave/dev_clean | 2703 | 288456 | 99.4 | 0.4 | 0.3 | 0.3 | 0.9 | 31.9 |
| decode_asr_asr_model_valid.acc.ave/dev_other | 2864 | 265951 | 97.8 | 1.3 | 0.8 | 0.8 | 3.0 | 51.7 |
| decode_asr_asr_model_valid.acc.ave/test_clean | 2620 | 281530 | 99.4 | 0.3 | 0.3 | 0.3 | 0.9 | 32.1 |
| decode_asr_asr_model_valid.acc.ave/test_other | 2939 | 272758 | 98.0 | 1.2 | 0.8 | 0.8 | 2.9 | 53.0 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_clean | 2703 | 288456 | 99.5 | 0.3 | 0.2 | 0.2 | 0.7 | 26.0 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_other | 2864 | 265951 | 98.2 | 1.0 | 0.8 | 0.5 | 2.3 | 41.6 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_clean | 2620 | 281530 | 99.5 | 0.3 | 0.2 | 0.2 | 0.7 | 26.1 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_other | 2939 | 272758 | 98.3 | 0.9 | 0.8 | 0.6 | 2.2 | 44.4 |
TER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| decode_asr_asr_model_valid.acc.ave/dev_clean | 2703 | 68010 | 97.2 | 2.1 | 0.7 | 0.4 | 3.2 | 31.9 |
| decode_asr_asr_model_valid.acc.ave/dev_other | 2864 | 63110 | 92.8 | 5.5 | 1.7 | 1.1 | 8.3 | 51.7 |
| decode_asr_asr_model_valid.acc.ave/test_clean | 2620 | 65818 | 97.0 | 2.1 | 0.9 | 0.4 | 3.3 | 32.1 |
| decode_asr_asr_model_valid.acc.ave/test_other | 2939 | 65101 | 93.0 | 5.1 | 2.0 | 1.0 | 8.1 | 53.0 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_clean | 2703 | 68010 | 97.7 | 1.6 | 0.7 | 0.3 | 2.6 | 26.0 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/dev_other | 2864 | 63110 | 94.3 | 3.9 | 1.7 | 0.8 | 6.5 | 41.6 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_clean | 2620 | 65818 | 97.6 | 1.6 | 0.8 | 0.3 | 2.7 | 26.1 |
| decode_asr_lm_lm_train_lm_transformer2_bpe5000_scheduler_confwarmup_steps25000_batch_bins500000000_accum_grad2_use_amptrue_valid.loss.ave_asr_model_valid.acc.ave/test_other | 2939 | 65101 | 94.3 | 3.7 | 2.0 | 0.7 | 6.4 | 44.4 |