ESPnet2 ASR model

zbrunner/hallucination_baseline

This model was trained by zbrunner using tedlium3 recipe in espnet.

Demo: How to use in ESPnet2

Follow the ESPnet installation instructions if you haven't done that already.

cd espnet
git checkout 06693f5abd8cc8c8a34d92cf655b81be8ca27db0
pip install -e .
cd egs2/tedlium3/asr1.8_enc6_dec6_att8_lr0.002_heldback_2
./run.sh --skip_data_prep false --skip_train true --download_model zbrunner/hallucination_baseline

RESULTS

Environments

  • date: Tue Aug 20 21:46:00 BST 2024
  • python version: 3.10.8 (main, Nov 24 2022, 14:13:03) [GCC 11.2.0]
  • espnet version: espnet 202402
  • pytorch version: pytorch 1.13.1+cu116
  • Git hash: 06693f5abd8cc8c8a34d92cf655b81be8ca27db0
    • Commit date: Thu Jun 27 19:07:30 2024 +0100

exp/asr_train_raw_en_bpe10000_sp

WER

dataset Snt Wrd Corr Sub Del Ins Err S.Err
decode_asr_model_valid.acc.ave/test 1155 27500 92.1 4.8 3.1 1.1 9.1 70.9
decode_asr_model_valid.acc.ave/test_hb 1695 28708 91.2 4.8 4.0 2.6 11.3 74.6
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_1s_crowd 1695 28708 89.7 5.5 4.8 2.7 13.0 79.9
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_1s_white 1695 28708 89.5 5.7 4.8 2.9 13.5 80.5
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_2s_crowd 1695 28708 88.6 6.3 5.1 2.8 14.2 82.1
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_2s_white 1695 28708 88.4 6.6 5.0 3.0 14.6 82.0
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_1s_crowd 1695 28708 87.6 6.3 6.1 2.7 15.1 83.7
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_1s_white 1695 28708 87.4 6.7 5.9 3.0 15.5 84.1
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_2s_crowd 1695 28708 83.8 9.6 6.6 3.2 19.5 89.3
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_2s_white 1695 28708 84.4 9.1 6.5 3.1 18.7 87.3
decode_asr_model_valid.acc.ave/test_hb_multi2_1s_10snr 855 28699 87.6 8.1 4.2 5.9 18.3 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr 855 28708 87.6 7.8 4.6 6.1 18.5 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_reverb 855 28708 62.4 25.7 11.9 7.4 45.0 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_reverb_varsnr 0 0 0.0 0.0 0.0 0.0 0.0 0.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_silnoise 855 28699 89.7 6.0 4.3 5.0 15.3 99.4
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr 855 28708 87.0 8.2 4.8 7.6 20.6 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr_reverb 855 28708 61.0 26.3 12.8 8.6 47.7 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_2snr_silnoise 855 28699 89.7 6.2 4.1 7.3 17.6 99.3
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr 855 28699 81.5 12.8 5.6 9.5 28.0 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb 855 28699 44.9 31.3 23.9 5.6 60.7 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb_varsnr 0 0 0.0 0.0 0.0 0.0 0.0 0.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise 855 28699 89.6 6.1 4.2 5.7 16.0 99.5
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise_reverb 855 28699 71.9 20.0 8.1 15.2 43.4 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_varsnr 855 28708 81.1 13.4 5.6 11.8 30.7 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_varsnr_reverb 855 28699 44.1 31.0 24.9 5.9 61.8 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_white 855 28699 79.4 14.2 6.4 6.1 26.8 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr 855 28699 83.9 8.2 7.9 7.0 23.1 99.4
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_silnoise 855 28699 87.5 6.5 6.0 5.5 18.0 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr 855 28699 82.9 8.5 8.6 8.4 25.5 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr_reverb 855 28699 52.4 23.8 23.7 6.0 53.6 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_5snr_silnoise 855 28699 87.2 6.8 6.1 6.5 19.3 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_5snr_varsnr 855 28699 75.7 12.4 11.9 10.3 34.5 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_nonoise 855 28699 88.8 6.4 4.8 5.7 16.9 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise 855 28699 90.5 5.6 4.0 5.1 14.7 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise_reverb 855 28699 76.6 17.3 6.1 6.8 30.2 100.0
decode_asr_model_valid.acc.ave/test_hb_noisy_10snr_crowd1 1695 28699 85.5 9.2 5.3 3.4 17.9 84.8
decode_asr_model_valid.acc.ave/test_hb_noisy_10snr_white 1695 28699 85.6 9.2 5.2 3.0 17.4 84.4
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_10snr_crowd1 1695 28708 85.5 9.2 5.2 3.4 17.8 84.8
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_10snr_white 1695 28708 85.6 9.2 5.2 3.0 17.4 84.3
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_5snr_crowd1 1695 28708 72.7 20.1 7.2 6.3 33.6 93.3
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_5snr_white 1695 28708 76.2 16.9 6.8 4.0 27.8 90.4
decode_asr_model_valid.acc.ave/test_heldback 1564 26404 89.9 5.6 4.6 2.7 12.9 78.8

CER

dataset Snt Wrd Corr Sub Del Ins Err S.Err
decode_asr_model_valid.acc.ave/test 1155 145066 95.9 1.2 2.9 1.0 5.1 70.9
decode_asr_model_valid.acc.ave/test_hb 1695 150646 95.3 1.2 3.6 2.2 6.9 74.6
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_1s_crowd 1695 150646 94.3 1.4 4.2 2.4 8.0 79.9
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_1s_white 1695 150646 94.2 1.5 4.3 2.5 8.3 80.5
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_2s_crowd 1695 150646 93.7 1.8 4.5 2.5 8.8 82.1
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_2s_white 1695 150646 93.5 1.9 4.6 2.5 9.1 82.0
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_1s_crowd 1695 150646 92.8 1.8 5.4 2.4 9.5 83.7
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_1s_white 1695 150646 92.7 2.0 5.3 2.5 9.8 84.1
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_2s_crowd 1695 150646 90.6 3.2 6.2 3.1 12.4 89.3
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_2s_white 1695 150646 90.9 2.8 6.3 2.7 11.9 87.3
decode_asr_model_valid.acc.ave/test_hb_multi2_1s_10snr 855 154052 92.6 2.5 4.9 6.2 13.6 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr 855 151486 93.3 2.3 4.4 5.4 12.1 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_reverb 855 151486 77.0 9.5 13.5 6.8 29.8 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_reverb_varsnr 0 0 0.0 0.0 0.0 0.0 0.0 0.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_silnoise 855 154052 93.2 1.8 4.9 6.4 13.1 99.4
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr 855 151486 93.0 2.5 4.5 7.1 14.1 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr_reverb 855 151486 75.8 9.8 14.4 7.9 32.1 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_2snr_silnoise 855 154052 93.3 2.0 4.8 7.7 14.4 99.3
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr 855 154052 88.8 4.5 6.7 8.6 19.8 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb 855 154052 60.8 11.5 27.7 5.7 44.9 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb_varsnr 0 0 0.0 0.0 0.0 0.0 0.0 0.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise 855 154052 93.2 1.9 4.9 6.7 13.5 99.5
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise_reverb 855 154052 82.7 7.5 9.8 13.0 30.2 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_varsnr 855 151486 89.6 4.6 5.8 10.2 20.6 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_varsnr_reverb 855 154052 59.9 11.4 28.7 6.0 46.1 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_white 855 154052 87.6 4.8 7.7 6.5 19.0 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr 855 154052 88.5 2.6 8.9 6.5 18.0 99.4
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_silnoise 855 154052 91.0 2.0 7.0 6.6 15.6 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr 855 154052 87.6 2.8 9.6 7.6 19.9 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr_reverb 855 154052 64.9 8.6 26.4 5.6 40.7 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_5snr_silnoise 855 154052 90.8 2.2 7.1 7.3 16.6 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_5snr_varsnr 855 154052 82.5 4.3 13.2 8.8 26.3 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_nonoise 855 154052 92.5 1.7 5.8 5.8 13.3 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise 855 154052 93.9 1.4 4.6 5.3 11.3 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise_reverb 855 154052 86.4 6.1 7.5 7.2 20.8 100.0
decode_asr_model_valid.acc.ave/test_hb_noisy_10snr_crowd1 1695 153212 91.4 2.9 5.7 3.6 12.2 84.8
decode_asr_model_valid.acc.ave/test_hb_noisy_10snr_white 1695 153212 91.3 2.8 5.9 3.3 11.9 84.4
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_10snr_crowd1 1695 150646 92.2 2.9 4.9 3.2 11.0 84.8
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_10snr_white 1695 150646 92.2 2.8 5.0 2.9 10.6 84.3
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_5snr_crowd1 1695 150646 84.8 7.6 7.6 6.4 21.6 93.3
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_5snr_white 1695 150646 86.7 6.0 7.3 4.1 17.4 90.4
decode_asr_model_valid.acc.ave/test_heldback 1564 140769 93.7 1.5 4.9 2.9 9.2 78.8

TER

dataset Snt Wrd Corr Sub Del Ins Err S.Err
decode_asr_model_valid.acc.ave/test 1155 31518 90.4 4.7 5.0 1.1 10.7 70.9
decode_asr_model_valid.acc.ave/test_hb 1695 113174 94.7 1.6 3.6 2.3 7.5 74.6
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_1s_crowd 1695 113174 93.7 1.9 4.4 2.4 8.7 79.9
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_1s_white 1695 113174 93.6 2.0 4.5 2.6 9.0 80.5
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_2s_crowd 1695 113174 93.1 2.3 4.7 2.6 9.5 82.1
decode_asr_model_valid.acc.ave/test_hb_initnoise_10snr_2s_white 1695 113174 92.8 2.4 4.7 2.6 9.8 82.0
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_1s_crowd 1695 113174 92.1 2.3 5.6 2.4 10.3 83.7
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_1s_white 1695 113174 92.0 2.5 5.5 2.5 10.6 84.1
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_2s_crowd 1695 113174 89.8 3.9 6.4 3.1 13.4 89.3
decode_asr_model_valid.acc.ave/test_hb_initnoise_5snr_2s_white 1695 113174 90.1 3.5 6.4 2.8 12.7 87.3
decode_asr_model_valid.acc.ave/test_hb_multi2_1s_10snr 855 33855 84.1 7.7 8.2 7.4 23.4 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr 855 113174 92.5 3.0 4.5 5.5 13.0 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_reverb 855 113174 75.2 11.3 13.5 6.9 31.7 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_reverb_varsnr 0 0 0.0 0.0 0.0 0.0 0.0 0.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_silnoise 855 33855 85.7 5.7 8.6 5.3 19.6 99.4
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr 855 113174 92.2 3.2 4.6 7.3 15.1 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_10snr_varsnr_reverb 855 113174 74.0 11.6 14.4 7.9 34.0 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_2snr_silnoise 855 33855 85.8 6.2 8.0 7.1 21.3 99.3
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr 855 33855 77.9 12.5 9.6 9.5 31.6 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb 855 33855 42.4 29.2 28.4 5.6 63.2 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_reverb_varsnr 0 0 0.0 0.0 0.0 0.0 0.0 0.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise 855 33855 85.7 5.9 8.4 5.8 20.1 99.5
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_silnoise_reverb 855 33855 67.9 19.6 12.5 13.5 45.6 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_varsnr 855 113174 88.5 5.6 6.0 10.2 21.8 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_varsnr_reverb 855 33855 41.7 28.9 29.4 6.0 64.2 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_2s_5snr_white 855 33855 75.7 13.2 11.1 7.8 32.1 99.9
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr 855 33855 80.3 8.1 11.6 7.8 27.6 99.4
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_silnoise 855 33855 83.8 6.2 10.0 6.1 22.3 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr 855 33855 79.2 8.5 12.3 8.4 29.2 99.8
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_10snr_varsnr_reverb 855 33855 49.3 22.2 28.5 5.8 56.5 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_5snr_silnoise 855 33855 83.4 6.6 10.0 6.7 23.3 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_5snr_varsnr 855 33855 72.0 12.0 15.9 9.8 37.7 100.0
decode_asr_model_valid.acc.ave/test_hb_multi2_3s_nonoise 855 33855 85.5 6.1 8.4 7.9 22.4 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise 855 33855 86.9 5.2 7.8 7.0 20.0 99.6
decode_asr_model_valid.acc.ave/test_hb_multi2_nonoise_reverb 855 33855 72.8 16.4 10.7 8.3 35.5 100.0
decode_asr_model_valid.acc.ave/test_hb_noisy_10snr_crowd1 1695 33855 82.1 8.5 9.4 3.9 21.9 84.8
decode_asr_model_valid.acc.ave/test_hb_noisy_10snr_white 1695 33855 81.9 8.3 9.8 3.4 21.5 84.4
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_10snr_crowd1 1695 113174 91.3 3.6 5.1 3.3 11.9 84.8
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_10snr_white 1695 113174 91.3 3.5 5.2 2.9 11.6 84.3
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_5snr_crowd1 1695 113174 83.2 8.9 7.8 6.3 23.0 93.3
decode_asr_model_valid.acc.ave/test_hb_noisyspeech_5snr_white 1695 113174 85.4 7.0 7.6 4.1 18.7 90.4
decode_asr_model_valid.acc.ave/test_heldback 1564 31126 86.5 5.1 8.3 3.4 16.8 78.8

ASR config

expand
config: conf/train.yaml
print_config: false
log_level: INFO
drop_last_iter: false
dry_run: false
iterator_type: sequence
valid_iterator_type: null
output_dir: exp/asr_train_raw_en_bpe10000_sp
ngpu: 1
seed: 2022
num_workers: 2
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: 2
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 47889
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 50
patience: 5
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 10
nbest_averaging_interval: 0
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 3
no_forward_run: false
resume: true
train_dtype: float32
use_amp: true
log_interval: null
use_matplotlib: true
use_tensorboard: true
create_graph_in_tensorboard: false
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
use_adapter: false
adapter: lora
save_strategy: all
adapter_conf: {}
pretrain_path: null
init_param: []
ignore_init_mismatch: false
freeze_param: []
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 18000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_bpe10000_sp/train/speech_shape
- exp/asr_stats_raw_en_bpe10000_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_en_bpe10000_sp/valid/speech_shape
- exp/asr_stats_raw_en_bpe10000_sp/valid/text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 80000
- 150
sort_in_batch: descending
shuffle_within_batch: false
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
chunk_excluded_key_prefixes: []
chunk_default_fs: null
chunk_max_abs_length: null
chunk_discard_short_samples: true
train_data_path_and_name_and_type:
-   - dump/raw/train_heldback_sp/wav.scp
    - speech
    - kaldi_ark
-   - dump/raw/train_heldback_sp/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/dev/wav.scp
    - speech
    - kaldi_ark
-   - dump/raw/dev/text
    - text
    - text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
allow_multi_rates: false
valid_max_cache_size: null
exclude_weight_decay: false
exclude_weight_decay_conf: {}
optim: adam
optim_conf:
    lr: 0.001
    weight_decay: 1.0e-06
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 10000
token_list:
- <blank>
- <unk>
- '[unk]'
- ▁
- ▁the
- ▁and
- s
- ▁to
- ▁of
- ''''
- ▁a
- ▁that
- ▁i
- ▁in
- ▁it
- ▁we
- ▁you
- ▁is
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- iff
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- '80'
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- uous
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- ola
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- all
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- ria
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- cast
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- coming
- proc
- integration
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- ▁delivering
- can
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- ▁mini
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- ▁assemble
- ▁unc
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- '8'
- ▁gui
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- ▁infectious
- ▁scanning
- ▁blur
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- ▁flesh
- ▁priority
- ▁brazilian
- ▁replacement
- ▁johnson
- ▁nuts
- ▁probe
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- uction
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- gotta
- used
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- wood
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- nal
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- ▁horror
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- ▁parachute
- ▁segment
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- ▁bucket
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- ▁mosquitos
- ▁processor
- ▁cooperate
- programmed
- wind
- '90'
- power
- ▁coastal
- ▁broader
- ▁skip
- ▁whoever
- ▁candle
- ▁installed
- ▁eve
- ▁timing
- ▁lap
- ▁labeled
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- gras
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- ▁mankind
- ▁brush
- ▁legend
- ▁swarm
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- ▁outdoor
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- ▁derive
- ▁apollo
- ▁exotic
- ▁waited
- ▁preach
- ▁dragon
- ▁animate
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- ▁blast
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- ▁rig
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- ▁pills
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- ▁useless
- ▁explode
- ▁admire
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- itis
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- ▁mutations
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- ▁buck
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- ▁lawn
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- ▁informal
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- ▁representing
- hole
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- ▁nitrogen
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- ▁slime
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- ▁nasty
- ▁intervene
- ▁costume
- ▁jeff
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- ▁bloom
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- ▁iconic
- blew
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- axe
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- ▁andrew
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- ▁sooner
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- ▁rob
- ache
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- rial
- ▁fro
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- ▁delicious
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- ▁hurricane
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- ▁taboo
- ▁underestimate
- ▁vivid
- ▁steep
- ▁trafficking
- ▁smash
- ▁onstage
- ▁delhi
- ▁selves
- ▁turtle
- ▁idiot
- ▁jones
- ▁trunk
- ▁assess
- ▁juice
- pan
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- ▁usage
- ▁livestock
- ▁virginia
- ▁crab
- ▁olive
- ▁orientation
- ▁documentary
- ▁ireland
- ▁roman
- ▁fade
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- ▁supportive
- ▁slip
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- ▁vibration
- ▁tin
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- ▁flipp
- ▁deny
- ▁climbed
- ▁rear
- field
- ix
- stand
- ▁targeted
- ▁pra
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- ▁jumping
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- ▁flee
- ▁zip
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- ▁glucose
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- ▁millennium
- ▁qaeda
- ▁stadium
- ▁album
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- ▁genomic
- ▁transistor
- ▁warehouse
- ▁bitcoin
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- ▁assuming
- ▁april
- ▁greet
- ▁jews
- ▁terminal
- ▁obese
- ▁depict
- ▁shining
- ▁tiles
- ▁assistant
- ▁redwood
- ▁stephen
- ▁rejection
- ▁cafe
- ▁presidential
- ▁farther
- ▁suspended
- ▁prosecutor
- ▁euro
- ▁accountable
- ▁reside
- ▁elect
- ▁overhead
- ▁deployed
- ong
- ila
- ▁rail
- eb
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- ▁implemented
- ▁lifted
- ▁privileged
- ▁popp
- ▁tru
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- ▁brad
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- ▁spare
- ▁shifted
- ▁responding
- ▁item
- ▁bern
- ▁distribute
- ▁spine
- ▁utter
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- scribe
- ▁astronomy
- ▁atmospheric
- ▁catastrophic
- ▁cellphone
- ▁circular
- ▁columbia
- ▁detroit
- ▁encyclopedia
- ▁execution
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- ▁headquarters
- ▁holiday
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- ▁parameter
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- ▁premise
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- ▁regenerate
- ▁sequencing
- ▁switzerland
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- plankton
- ▁optimize
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- ▁trading
- ▁minimal
- ▁toxin
- ghett
- ▁superpower
- ▁systematically
- ▁canyon
- ▁cardboard
- ▁arrangement
- ▁romance
- ▁epi
- ▁occurring
- ▁boots
- ▁generic
- ▁approximately
- ▁transmitted
- ▁slam
- ▁acceptance
- ▁rebel
- ▁rick
- ▁sadness
- ▁rode
- ▁luc
- ▁alert
- ▁merge
- ▁squeeze
- ▁bacterial
- ▁armor
- ▁threatening
- ▁operator
- lau
- ▁confronted
- ▁masses
- ▁discussing
- ▁talented
- ▁celebrated
- ▁erase
- arian
- ▁reader
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- ▁argued
- town
- ▁matched
- ▁asset
- ▁respected
- ▁peru
- ▁shout
- ▁tempt
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- ▁bonobo
- ▁copenhagen
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- ▁dismiss
- ▁happily
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- ▁protocell
- ▁singular
- ▁storyteller
- ▁tedtalk
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- ▁thrust
- ▁undergraduate
- ▁inhibit
- ▁insulin
- ▁overlook
- ▁prioritize
- ▁sierra
- ▁applies
- ▁essay
- ▁forecast
- ▁intact
- ▁worship
- ▁friction
- ▁rigid
- ▁headache
- diac
- ▁unclear
- ▁disruption
- ▁grandma
- ▁midst
- ▁jona
- ▁valve
- ▁edward
- ▁wooden
- ▁economically
- ▁nail
- ▁bro
- ▁accurately
- ▁posed
- ▁brit
- ▁cheer
- ▁reaches
- pressed
- ▁taxi
- ▁attracted
- pend
- ▁traditionally
- list
- ▁belonging
- ▁accepting
- ▁yu
- ▁characteristic
- ▁hans
- ▁instruction
- holder
- ▁inhabit
- ▁pee
- '7'
- vian
- war
- water
- burg
- ▁wor
- ▁acquire
- una
- ▁stigma
- ▁automatic
- ▁automated
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- fire
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- ibly
- life
- '60'
- ▁seize
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- shift
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- storing
- placing
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- borne
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- ▁butterflies
- ▁clarify
- ▁destined
- ▁disbelief
- ▁electoral
- ▁enceladus
- ▁esteem
- ▁evoke
- ▁harriet
- ▁homicide
- ▁hygiene
- ▁imposing
- ▁insecticide
- ▁instinctively
- ▁jazeera
- ▁jurisdiction
- ▁kickstart
- ▁mainframe
- ▁maldives
- ▁measurable
- ▁megawatt
- ▁mockingbird
- ▁moscow
- ▁murray
- ▁natasha
- ▁nectar
- ▁nevada
- ▁overweight
- ▁ozone
- ▁palestine
- ▁participatory
- ▁plural
- ▁pragmatic
- ▁regulating
- ▁reservoir
- ▁scarcity
- ▁senegal
- ▁subconscious
- ▁sympathy
- ▁terrestrial
- ▁vascular
- ▁vulture
- ▁walmart
- ▁asphalt
- ▁bruce
- ▁diffuse
- ▁latitude
- ▁revolt
- ▁shaft
- ▁waving
- lecommunications
- ▁replied
- ▁rifle
- ▁unravel
- ▁forensic
- ▁mitigate
- ▁converse
- ▁womb
- ▁inhabitants
- ▁blunt
- ▁descendants
- ▁kelly
- ▁sniff
- ▁billionaire
- ▁shaman
- ▁pluck
- ▁idaho
- ▁nanoscale
- ▁oscar
- ▁seductive
- ▁squeak
- captcha
- ▁kidnapped
- ▁synchrony
- ▁plow
- ▁prosperous
- ▁warrant
- ▁lanka
- ▁intrinsically
- agnes
- ▁begging
- ▁erectus
- ▁commentary
- ▁radius
- ▁audition
- ▁pedal
- fauna
- ▁claus
- ▁greg
- ▁crapp
- flux
- ▁charg
- ▁astronomer
- ▁escap
- ▁weep
- ▁standardize
- ▁initiat
- ▁compose
- ▁instruct
- ▁devote
- ▁isolate
- ▁contradict
- ▁immortal
- ▁synchro
- ▁acquisition
- ▁airbnb
- ▁ambiguous
- ▁biomedical
- ▁bruise
- ▁butterfly
- ▁byproduct
- ▁cassini
- ▁charities
- ▁cholesterol
- ▁complement
- ▁compulsive
- ▁dashboard
- ▁declaration
- ▁disclosure
- ▁efficacy
- ▁energies
- ▁everglades
- ▁exhilarating
- ▁headphones
- ▁hebrew
- ▁hostility
- ▁hydrant
- ▁hyena
- ▁ignorant
- ▁imperial
- ▁investigator
- ▁judici
- ▁kentucky
- ▁legitimacy
- ▁librarians
- ▁lithium
- ▁malawi
- ▁margaret
- ▁messenger
- ▁monologue
- ▁opaque
- ▁paleontolog
- ▁persuasive
- ▁prevalent
- ▁reframe
- ▁russell
- ▁sanctuary
- ▁shrunk
- ▁spreadsheet
- ▁storycorps
- ▁tahrir
- ▁tehran
- ▁typeface
- ▁unlimited
- ▁vegetarian
- ▁yogurt
- ▁bargain
- ▁cradle
- ▁dementia
- ▁eagle
- ▁embody
- ▁hominid
- ▁photoshop
- ▁rachel
- ▁redistribut
- ▁refresh
- ▁testament
- ▁thunder
- ▁wolfram
- ▁asperger
- ▁landmark
- ▁metasta
- ▁twentie
- ▁rosetta
- weaving
- ▁ignite
- ▁melody
- ▁alternate
- ▁orgasm
- ▁trawl
- ▁condense
- ▁churn
- ▁ingenious
- ▁policymakers
- ▁enact
- ▁vacant
- ▁helix
- ▁oxide
- ▁pdf
- ▁simplified
- ▁birch
- ▁porch
- ▁knob
- ▁crave
- ▁ribbon
- ▁disturbance
- ▁shook
- ▁dissent
- ▁garment
- ▁campfire
- ▁turkish
- ▁pediatrician
- ▁acidification
- ▁kitten
- ▁wastewater
- ▁reset
- ▁sentien
- ▁editorial
- ▁advertisement
- ▁emulate
- ▁irish
- ▁ivan
- ▁archaeologist
- aunch
- ▁foresee
- ▁dodge
- ▁fertilize
- ▁restrain
- ▁industrialize
- leaned
- ▁kerr
- ▁accord
- ▁dedicate
- ▁intellect
- ▁telecom
- anthrop
- cogniz
- percussion
- ▁achilles
- ▁anonymity
- ▁aquaculture
- ▁atrocities
- ▁automotive
- ▁balcony
- ▁balkan
- ▁biblical
- ▁bottleneck
- ▁boulder
- ▁ceramic
- ▁champagne
- ▁cofounde
- ▁contemplate
- ▁contempt
- ▁cowboy
- ▁credibility
- ▁cumulative
- ▁desalination
- ▁desperation
- ▁disguise
- ▁dividing
- ▁doodling
- ▁doorstep
- ▁downstairs
- ▁dreyfus
- ▁emperor
- ▁exploding
- ▁exxon
- ▁fahrenheit
- ▁hospice
- ▁hypertension
- ▁impoverished
- ▁inadvertent
- ▁instagram
- ▁intangible
- ▁lakota
- ▁leveraging
- ▁lucifer
- ▁malaysia
- ▁mandarin
- ▁mermaid
- ▁mismatch
- ▁morgan
- ▁multicultural
- ▁napkin
- ▁nonverbal
- ▁perfume
- ▁photosynthesis
- ▁pollination
- ▁proliferation
- ▁puzzling
- ▁rearrange
- ▁relocate
- ▁ridicule
- ▁schizophrenic
- ▁scissors
- ▁sequester
- ▁socioeconomic
- ▁squirrel
- ▁subsidies
- ▁tadpole
- ▁tobacco
- ▁trajectories
- ▁translating
- ▁treadmill
- ▁umbrella
- ▁unthinkable
- ▁valentine
- ▁vienna
- consistency
- ▁burglar
- ▁magnify
- ▁malware
- ▁deconstruct
- ▁edison
- ▁okapi
- ▁proxy
- ▁reptile
- ▁barbie
- ▁creek
- ▁incubator
- ▁aftermath
- ▁cynical
- ▁discount
- ▁cereal
- ▁orchard
- ▁siege
- ▁anomaly
- ▁slash
- ▁venom
- ▁inquiry
- ▁premier
- ▁beaver
- ▁pollinate
- ▁gaming
- ▁nancy
- ▁alleged
- ▁geese
- ▁boreal
- ▁tangle
- ▁enduring
- ▁ecologist
- ▁casualties
- ▁cdc
- ▁doaa
- ▁minorities
- ▁staple
- ▁replicator
- ▁inertia
- ▁graf
- ▁interference
- ▁mantis
- ▁flare
- prehensi
- ▁burger
- ▁hedge
- biotic
- piece
- world
- ▁mobiliz
- born
- ▁customize
- ductive
- ▁participant
- ennial
- ▁uplift
- onomic
- ▁intersect
- ▁gradual
- ▁jealous
- ▁ineffective
- ▁appreciati
- ▁pediatric
- neurotransmitter
- ▁amendment
- ▁announcing
- ▁atrazine
- ▁bahamas
- ▁bipolar
- ▁bulgaria
- ▁bureaucracy
- ▁childbirth
- ▁comprehend
- ▁deceased
- ▁decisive
- ▁decorate
- ▁denounce
- ▁detriment
- ▁diabetic
- ▁dismantle
- ▁dubai
- ▁elusive
- ▁empathize
- ▁exchanging
- ▁expenditure
- ▁graham
- ▁horrifying
- ▁houston
- ▁hydrocarbon
- ▁illinois
- ▁imaginable
- ▁imbalance
- ▁imprisoned
- ▁infamous
- ▁inferior
- ▁influenza
- ▁innocence
- ▁jacque
- ▁madagascar
- ▁misunderstood
- ▁monopoly
- ▁numerical
- ▁ominous
- ▁outskirt
- ▁papua
- ▁portfolio
- ▁practitioner
- ▁precedent
- ▁reassure
- ▁rebellion
- ▁remnant
- ▁stewardship
- ▁stubborn
- ▁submission
- ▁thanksgiving
- ▁thigh
- ▁thursday
- ▁tribute
- ▁unbelievably
- ▁venezuela
- ▁wednesday
- ▁whistleblower
- ▁whistling
- ▁abolish
- ▁courtyard
- ▁deceive
- ▁hudson
- ▁reverberat
- ▁unpack
- ▁cramm
- ▁galvani
- ▁hopkins
- ▁reckon
- ivores
- ▁levitat
- ▁webcam
- ▁impart
- ▁welcoming
- ▁glen
- ▁downhill
- ▁starving
- ▁defy
- ▁incision
- manuel
- ▁relay
- ▁motto
- ▁altar
- ▁stalk
- ▁bookstore
- ▁fringe
- ▁isabel
- ▁neurogenesis
- ▁flint
- ▁latter
- ▁charisma
- ▁clark
- ▁retard
- ▁undertake
- ▁forbidden
- ▁foam
- ▁mourn
- ▁zipcar
- ▁geology
- ▁mailbox
- ▁wobbl
- ▁tuition
- ▁isaac
- ▁buddy
- ▁rigged
- ▁foraging
- elvis
- ▁rumor
- ▁sufi
- ▁niche
- ▁exert
- ▁lifesav
- ▁applica
- '30'
- competence
- jected
- argon
- stock
- organic
- filtered
- searched
- ▁cultivat
- breaking
- spiring
- lender
- ▁decipher
- althiest
- ▁midwest
- ▁requir
- ▁elevate
- ▁declare
- ▁browse
- mmunity
- appointed
- ▁hiroshi
- ▁carcinogen
- ▁tornado
- +
- centrifug
- conceivable
- ffluent
- sarcoma
- ▁archimedes
- ▁asymmetric
- ▁aurora
- ▁barbara
- ▁bumblebee
- ▁celsius
- ▁circus
- ▁compelled
- ▁compensation
- ▁consequent
- ▁crochet
- ▁devoid
- ▁diffusion
- ▁discharge
- ▁disengag
- ▁encompass
- ▁excruciating
- ▁exterior
- ▁filament
- ▁graduation
- ▁heterosexual
- ▁honduras
- ▁immoral
- ▁impatient
- ▁indicating
- ▁inflammat
- ▁interrogate
- ▁intractable
- ▁invisibility
- ▁irregular
- ▁istanbul
- ▁knives
- ▁lexicon
- ▁litigation
- ▁mahatma
- ▁matthew
- ▁mercury
- ▁minnesota
- ▁mistrust
- ▁mohammed
- ▁monetary
- ▁neutron
- ▁ninja
- ▁nonviolence
- ▁nostalgi
- ▁obsessive
- ▁panbanisha
- ▁pinnacle
- ▁precursor
- ▁redundancy
- ▁repetitive
- ▁sabbatical
- ▁savage
- ▁scrutiny
- ▁sensual
- ▁soybean
- ▁spectacle
- ▁sprinkle
- ▁stockholm
- ▁stunned
- ▁succumb
- ▁superconductor
- ▁superficial
- ▁synonymous
- ▁tamiflu
- ▁thermostat
- ▁toothbrush
- ▁transcript
- ▁untouched
- ▁variability
- ▁vertebrate
- ▁administer
- ▁ambient
- ▁amphibi
- ▁artisan
- ▁evolutionarily
- ▁inaugura
- ▁judging
- ▁nfl
- ▁rejuvenat
- ▁reshape
- ▁sampling
- ▁skyrocket
- ▁gordon
- ▁ronald
- ▁breastfeed
- ▁clerk
- ▁degrading
- ▁hispanic
- ▁zodiac
- vantage
- ▁anthropology
- ▁handbag
- ▁rotten
- ▁lawrence
- ▁goddess
- ▁parrot
- ▁jimmy
- ▁massacre
- ▁modalit
- ▁stitch
- movable
- ▁bliss
- ▁clutch
- ▁vitro
- ▁overfishing
- ▁socket
- ▁hungarian
- ▁snack
- ▁ventilation
- ▁assembling
- ▁hologram
- ▁goof
- ▁affirmative
- ▁saltwater
- ▁resume
- ▁radiologist
- ▁enlist
- ▁trench
- ▁mural
- ▁grill
- ▁sideways
- ▁abyss
- ▁rehab
- ▁megacit
- transformational
- criminal
- ▁confer
- differentiated
- ▁battl
- ▁advocat
- ▁nutritio
- ▁squeez
- imming
- ▁induce
- ▁psychiatr
- ▁prosper
- ▁resurrect
- efficiencies
- ▁accustomed
- ▁annoyed
- ▁anthony
- ▁anticipation
- ▁arrogant
- ▁baghdad
- ▁breeze
- ▁brochure
- ▁buffalo
- ▁cemetery
- ▁cheetah
- ▁coconut
- ▁collapsing
- ▁cortisol
- ▁currencies
- ▁deemed
- ▁definitive
- ▁devastation
- ▁esoteric
- ▁fascination
- ▁fatigue
- ▁ferguson
- ▁geiger
- ▁gradient
- ▁graduating
- ▁hashtag
- ▁julius
- ▁lollipop
- ▁malignant
- ▁merchant
- ▁missouri
- ▁monogam
- ▁motivating
- ▁neumann
- ▁neurosurgeon
- ▁oblivious
- ▁outweigh
- ▁paycheck
- ▁primordial
- ▁protagonist
- ▁provocative
- ▁purchasing
- ▁qualitative
- ▁repositor
- ▁seatbelt
- ▁semantic
- ▁sergio
- ▁sophistication
- ▁sorrow
- ▁spectator
- ▁stimulating
- ▁submerge
- ▁suspicion
- ▁terabyte
- ▁turbulent
- ▁ukraine
- ▁unexplored
- ▁upstairs
- ▁utilitarian
- ▁vaccination
- ▁biography
- ▁bruno
- ▁carriage
- ▁crux
- ▁culminat
- ▁gospel
- ▁imitation
- ▁occurrence
- ▁pennies
- ▁revisit
- ▁safeguard
- ▁stagnat
- ▁thirst
- convulsi
- ▁conjure
- ▁endurance
- ▁fission
- ▁gyrus
- ▁microrna
- ▁multitask
- ▁premium
- ▁nichol
- ▁uterus
- ▁stockpile
- ▁gloss
- ▁lynch
- ▁titus
- ▁pluto
- ▁joking
- ▁carcass
- ▁compost
- ▁trafficked
- ▁spores
- ▁childcare
- ▁hardwir
- ▁diaper
- ▁proust
- ▁shaming
- ▁carving
- ▁slippery
- ▁reign
- ▁beheading
- ▁hocke
- ▁ikea
- ▁saddle
- ▁nominate
- ▁poise
- ▁cursor
- ▁roost
- ▁cohesi
- ▁blaz
- ▁conspir
- respective
- clined
- course
- ▁nutrient
- ▁husk
- ▁statu
- ▁utilize
- ▁disintegrat
- ometric
- ancies
- ▁extrem
- incidence
- ollen
- solvable
- ▁aboriginal
- ▁administrative
- ▁alleviate
- ▁ancestral
- ▁antiretroviral
- ▁appetite
- ▁astonished
- ▁astrophysic
- ▁audacity
- ▁balconies
- ▁biomimic
- ▁biomolecule
- ▁biopsy
- ▁bisexual
- ▁botswana
- ▁cadaver
- ▁caterpillar
- ▁charitable
- ▁clutter
- ▁contemplating
- ▁crowdsource
- ▁defensive
- ▁detergent
- ▁diagnosing
- ▁disparity
- ▁ecuador
- ▁elevation
- ▁energize
- ▁entitlement
- ▁entrenched
- ▁fragility
- ▁gratification
- ▁grizzly
- ▁helvetica
- ▁hummingbird
- ▁implies
- ▁insecurity
- ▁jennie
- ▁jennifer
- ▁judaism
- ▁lesterland
- ▁mcgowan
- ▁mitochondria
- ▁monolith
- ▁motivator
- ▁mubarak
- ▁mutilation
- ▁nationwide
- ▁outsource
- ▁papaya
- ▁paraphrase
- ▁perseverance
- ▁plutocrat
- ▁plywood
- ▁porridge
- ▁precaution
- ▁proximity
- ▁redefining
- ▁reversal
- ▁sanitary
- ▁snippet
- ▁substrate
- ▁superintelligen
- ▁synagogue
- ▁synthesizer
- ▁taylor
- ▁transgress
- ▁transnational
- ▁typewriter
- ▁uncommon
- ▁volatile
- ▁whack
- ▁whirlwind
- ▁wrestling
- estimation
- ▁bassem
- ▁dizzy
- ▁goggles
- ▁inflict
- ▁privatiz
- ▁pseudo
- ▁recursive
- ▁spoof
- ▁devour
- ▁melinda
- ▁ynh
- ▁endemic
- ▁traumatized
- ▁memoir
- ▁prolong
- ▁scoop
- ▁movember
- ▁wield
- ▁savor
- austin
- ▁crippl
- ▁outstanding
- ▁empti
- ▁magnifie
- ▁strangl
- ▁dispose
- visibly
- ▁cedar
- ▁blair
- ▁inequit
- ▁seduce
- ▁ounce
- ▁barbaria
- ▁paddle
- ▁musu
- ▁revise
- ▁revert
- ▁sublim
- ▁ankle
- environmentalist
- ▁molt
- ridden
- predictability
- ground
- ▁aggregat
- ▁eradicat
- ▁taxonom
- ▁incorporat
- woman
- semit
- ▁altruist
- ▁apologi
- ▁julia
- ▁coordinat
- ▁writ
- ▁recap
- ▁propriet
- grazing
- njunction
- ▁academia
- ▁alfred
- ▁brothel
- ▁browsing
- ▁cassette
- ▁chariot
- ▁cockpit
- ▁combustion
- ▁cyborg
- ▁derivative
- ▁desirable
- ▁deteriorate
- ▁diaspora
- ▁dorothy
- ▁doughnut
- ▁dublin
- ▁duplicate
- ▁eloquent
- ▁embodiment
- ▁engulf
- ▁escort
- ▁exoskeleton
- ▁feasible
- ▁footsteps
- ▁galois
- ▁granny
- ▁hallmark
- ▁hampshire
- ▁heavier
- ▁illustrator
- ▁imprint
- ▁interdependence
- ▁isotope
- ▁latrine
- ▁leapfrog
- ▁logarithm
- ▁majest
- ▁microprocessor
- ▁mogadishu
- ▁moisture
- ▁monastery
- ▁multiplied
- ▁mutilated
- ▁nephew
- ▁oasis
- ▁optimization
- ▁orthopedic
- ▁petroleum
- ▁pluripotent
- ▁poaching
- ▁refrigeration
- ▁rehearsal
- ▁repetition
- ▁repurpose
- ▁reunited
- ▁rockefeller
- ▁salvation
- ▁sausage
- ▁scramble
- ▁sebastian
- ▁solomon
- ▁trinidad
- ▁unrelated
- ▁yahoo
- cellulose
- ▁attentive
- ▁elicit
- ▁insidious
- ▁laparoscopic
- ▁prairie
- ▁retaliat
- ▁striving
- ▁suffocat
- ▁underwear
- ▁volts
- ▁arsenal
- ▁breathtaking
- ▁debating
- ▁haircut
- ▁jeep
- ▁liberties
- ▁modulate
- ▁rouge
- ▁sculptural
- ▁bodily
- ▁crease
- ▁pavement
- ▁solitude
- ▁abalone
- ▁ferment
- ▁saddam
- ▁sunrise
- ▁cameroon
- ▁cornell
- ▁teapot
- ▁firefly
- ▁vault
- ▁bullying
- bertie
- ▁fgm
- ▁sushi
- ▁overdose
- ▁stoic
- ▁algeria
- ▁merging
- ▁bystander
- ▁contingen
- ▁palpabl
- ▁endorse
- ▁stigmatiz
- ranked
- authorized
- ▁influenc
- hopper
- ▁counteract
- written
- different
- fib
- ▁conduc
- guil
- ▁neurologic
- ▁homophobi
- ▁identifie
- ▁diploma
- ▁refuge
- ▁calori
- ▁reliabl
- ▁restorati
- voluntarily
- ▁abdomen
- ▁abrupt
- ▁additive
- ▁adhesive
- ▁alexandria
- ▁amputation
- ▁approximation
- ▁backdrop
- ▁barbecue
- ▁blossom
- ▁brigades
- ▁catheter
- ▁celebrities
- ▁cemeteries
- ▁cheerleader
- ▁clitoris
- ▁cochrane
- ▁colossal
- ▁communism
- ▁copernicus
- ▁cucumber
- ▁demolish
- ▁denominator
- ▁detention
- ▁disastrous
- ▁disparities
- ▁eleanor
- ▁empathetic
- ▁enhancing
- ▁fragrance
- ▁franchise
- ▁gehry
- ▁gigawatt
- ▁glaze
- ▁granddaughter
- ▁grenade
- ▁hannah
- ▁horribly
- ▁hussein
- ▁illiteracy
- ▁impairment
- ▁implicated
- ▁incentivize
- ▁inconsistent
- ▁infidelity
- ▁intimidate
- ▁introspection
- ▁leukemia
- ▁madison
- ▁merchandis
- ▁metadata
- ▁microsecond
- ▁mongolia
- ▁nanopatch
- ▁napoleon
- ▁nutshell
- ▁paintbrush
- ▁pellets
- ▁perceiving
- ▁perimeter
- ▁persuasion
- ▁preliminary
- ▁quadruple
- ▁reassuring
- ▁rebuilt
- ▁reconfigur
- ▁referendum
- ▁rehearse
- ▁remorse
- ▁retention
- ▁revitaliz
- ▁scooter
- ▁segregated
- ▁sequel
- ▁squad
- ▁squirt
- ▁steadi
- ▁subtitle
- ▁supervisor
- ▁surrogate
- ▁tentacle
- ▁tragedies
- ▁transcendence
- ▁translucent
- ▁trustworthiness
- ▁tyranny
- ▁uruguay
- ▁vermeer
- ▁acquaint
- ▁bathtub
- ▁crazi
- ▁daydream
- ▁entail
- ▁inanimate
- ▁intermediar
- ▁kabul
- ▁newfound
- ▁obstruct
- ▁reversing
- ▁twitch
- ▁tyrant
- ▁vanished
- ▁handicap
- ▁jumble
- ▁ooh
- ▁defecat
- ▁tremor
- ▁airbag
- ▁battered
- ▁ellip
- ▁fiddle
- ▁medicinal
- ▁outlook
- ▁prosthes
- ▁fisherman
- ▁renovat
- ▁synerg
- ▁quotation
- ▁jacob
- ▁fmri
- ▁viking
- ▁squish
- ▁yanke
- ▁dehumaniz
- ▁subvert
- ▁permeate
- ▁musk
- ▁detonat
- hearted
- misunderstanding
- utilized
- favorable
- ▁visualiz
- credited
- ▁recreat
- mplified
- ▁substitut
- symmetry
- sensitive
- global
- women
- operators
- western
- ▁illustr
- ▁overwhelm
- ▁suspend
- ▁simultaneous
- ▁tasmania
- ▁legislati
- ▁squat
- ▁reminisc
- '#'
- coherence
- extraterrestrial
- ▁amusement
- ▁antiangiogenic
- ▁apocalypse
- ▁appendage
- ▁arrogance
- ▁autopsy
- ▁bachelor
- ▁binoculars
- ▁bonica
- ▁brexit
- ▁charlotte
- ▁chernobyl
- ▁cleveland
- ▁coercion
- ▁collateral
- ▁contraceptive
- ▁crowdsourcing
- ▁cyberspace
- ▁deceptive
- ▁decimal
- ▁degeneration
- ▁delegation
- ▁deputy
- ▁descent
- ▁divinity
- ▁eclipse
- ▁epigenetic
- ▁expansive
- ▁florence
- ▁freestyle
- ▁fuku
- ▁gertrude
- ▁goldilocks
- ▁grapple
- ▁grappling
- ▁halloween
- ▁harold
- ▁hierarchical
- ▁incapable
- ▁inconvenient
- ▁innovating
- ▁insignificant
- ▁insufficient
- ▁interdependent
- ▁involuntary
- ▁jirga
- ▁kilowatt
- ▁kuwait
- ▁langley
- ▁leviathan
- ▁lexicograph
- ▁libertarian
- ▁mahmoud
- ▁mccain
- ▁memorizing
- ▁menstrual
- ▁metabolize
- ▁morocco
- ▁nikola
- ▁nirvana
- ▁ottoman
- ▁patrick
- ▁pendulum
- ▁peripheral
- ▁picasso
- '@'
- '*'
- \
- ^
- R
- _
- '-'
- '%'
- '='
- $
- G
- M
- ā
- ']'
- A
- E
- U
- '['
- <sos/eos>
init: xavier_uniform
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: null
    zero_infinity: true
    brctc_risk_strategy: exp
    brctc_group_strategy: end
    brctc_risk_factor: 0.0
joint_net_conf: null
use_preprocessor: true
use_lang_prompt: false
use_nlp_prompt: false
token_type: bpe
bpemodel: data/en_token_list/bpe_unigram10000/bpe.model
non_linguistic_symbols: null
cleaner: null
g2p: null
speech_volume_normalize: null
rir_scp: null
rir_apply_prob: 1.0
noise_scp: null
noise_apply_prob: 1.0
noise_db_range: '13_15'
short_noise_thres: 0.5
aux_ctc_tasks: []
frontend: default
frontend_conf:
    n_fft: 512
    win_length: 400
    hop_length: 160
    fs: 16k
specaug: specaug
specaug_conf:
    apply_time_warp: true
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: true
    freq_mask_width_range:
    - 0
    - 20
    num_freq_mask: 2
    apply_time_mask: true
    time_mask_width_ratio_range:
    - 0.0
    - 0.05
    num_time_mask: 5
normalize: global_mvn
normalize_conf:
    stats_file: exp/asr_stats_raw_en_bpe10000_sp/train/feats_stats.npz
model: espnet
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
preencoder: null
preencoder_conf: {}
encoder: transformer
encoder_conf:
    output_size: 512
    attention_heads: 8
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv2d
    normalize_before: true
postencoder: null
postencoder_conf: {}
decoder: transformer
decoder_conf:
    attention_heads: 8
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    self_attention_dropout_rate: 0.1
    src_attention_dropout_rate: 0.1
preprocessor: default
preprocessor_conf: {}
required:
- output_dir
- token_list
version: '202402'
distributed: true

Citing ESPnet

@inproceedings{watanabe2018espnet,
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  title={{ESPnet}: End-to-End Speech Processing Toolkit},
  year={2018},
  booktitle={Proceedings of Interspeech},
  pages={2207--2211},
  doi={10.21437/Interspeech.2018-1456},
  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
}





or arXiv:

@misc{watanabe2018espnet,
  title={ESPnet: End-to-End Speech Processing Toolkit},
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  year={2018},
  eprint={1804.00015},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}
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