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kamo-naoyuki_librispeech_asr_train_asr_conformer5_raw_bpe5000_frontend-truncated-55c091

Automatic Speech Recognition

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kamo-naoyuki_librispeech_asr_train_asr_conformer5_raw_bpe5000_frontend-truncated-55c091 / exp /asr_train_asr_conformer5_raw_bpe5000_frontend_confn_fft400_frontend_confhop_length160_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_sp /RESULTS.md

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RESULTS

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date: Mon Feb 15 07:02:24 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

asr_train_asr_conformer5_raw_bpe5000_frontend_confn_fft400_frontend_confhop_length160_scheduler_confwarmup_steps25000_batch_bins140000000_optim_conflr0.0015_initnone_sp

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	54402	97.8	2.0	0.2	0.3	2.5	30.7
decode_asr_asr_model_valid.acc.ave/dev_other	2864	50948	94.0	5.4	0.5	0.6	6.6	50.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	52576	97.6	2.1	0.2	0.3	2.6	31.1
decode_asr_asr_model_valid.acc.ave/test_other	2939	52343	94.1	5.3	0.5	0.7	6.6	52.1
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/dev_clean	2703	54402	98.2	1.6	0.2	0.2	2.0	25.5
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	26.4
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	0.5	0.6	5.1	44.1

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	288456	99.4	0.3	0.3	0.2	0.8	30.7
decode_asr_asr_model_valid.acc.ave/dev_other	2864	265951	97.8	1.3	0.9	0.7	2.9	50.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	281530	99.3	0.3	0.3	0.3	0.9	31.1
decode_asr_asr_model_valid.acc.ave/test_other	2939	272758	98.0	1.2	0.8	0.7	2.8	52.1
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/dev_clean	2703	288456	99.5	0.3	0.2	0.2	0.7	25.5
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	98.3	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	0.3	0.2	0.7	26.4
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	98.4	0.9	0.8	0.5	2.2	44.1

TER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	68010	97.3	2.0	0.8	0.4	3.1	30.7
decode_asr_asr_model_valid.acc.ave/dev_other	2864	63110	92.9	5.3	1.8	1.0	8.2	50.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	65818	97.1	2.0	0.9	0.3	3.2	31.1
decode_asr_asr_model_valid.acc.ave/test_other	2939	65101	93.0	5.0	2.0	0.9	7.9	52.1
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/dev_clean	2703	68010	97.7	1.6	0.7	0.3	2.6	25.5
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	0.7	6.4	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	97.5	1.6	0.8	0.3	2.7	26.4
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	3.8	1.9	0.6	6.3	44.1