實驗結果全紀錄 (lang_mapped)
4 epochs
%WER 46.12 [ 14196 / 30780, 1785 ins, 5326 del, 7085 sub ] exp_ADOSFullDeceptDAAIKidFullformosaCSRC/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad/cer_7_0.0 (有看答案的)
%WER 47.10 [ 14498 / 30780, 1667 ins, 5979 del, 6852 sub ] exp_langMapped_PureFormosaallDAAIKidallDeceipt/chain/model_20210127_ADOSFullDeceptDAAIKidFullformosaCSRC/decode_ADOS_afraidangrysad/cer_7_0.5 (有看答案的)
%WER 37.37 [ 11484 / 30731, 1641 ins, 4629 del, 5214 sub ] exp_oldLang_ADOShappyDAAIKidallDeceiptformosaCSRC/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad/cer_9_0.0 (舊系統)
1 epochs
%WER 54.92 [ 16903 / 30780, 1882 ins, 6045 del, 8976 sub ] exp_DAAIKidFullDeceptCSRCformosa_ADOSHappyTrainvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad_lang_formosa_mapped/cer_7_0.0
%WER 52.86 [ 16269 / 30780, 1816 ins, 5967 del, 8486 sub ] exp_DAAIKidFullDeceptCSRCformosa_ADOSHappyTrainvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad/cer_7_0.0 (用lang_formosa_all當作language model會明顯有效)
%WER 52.93 [ 16293 / 30780, 1779 ins, 6346 del, 8168 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_ADOSHappyTrainvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad_306/cer_8_0.0
%WER 51.35 [ 15804 / 30780, 1639 ins, 6460 del, 7705 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_ADOSHappyTrainvalid/chain/ADOS_tdnn_fold_transfer_NNalignment/decode_ADOS_afraidangrysad/cer_8_0.0 (拿exp_Pure_DAAIKidFullDeceptCSRCformosa_all/chain/ADOS_tdnn_fold_transfer當作alignment的工具)
%WER 54.11 [ 16655 / 30780, 1668 ins, 6841 del, 8146 sub ] exp_Pure_DAAIKidFullDeceptCSRCformosa_all/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad/cer_7_0.0
%WER 51.23 [ 15769 / 30780, 1790 ins, 6060 del, 7919 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_afraidangrysad/cer_7_0.5
看起來transfer learning可以降個1-2 % 但須探討整體CER爛的原因,趨勢有了剩下要全體效能上升
嘗試在ADOS_TD上 (目前只有3個participants)
%WER 23.13 [ 526 / 2274, 64 ins, 205 del, 257 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_TD/cer_7_0.5 在醫生 + 小孩上
%WER 28.01 [ 316 / 1128, 35 ins, 97 del, 184 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_Trans_ADOS_train_happynvalid/chain/ADOS_tdnn_fold_transfer/decode_ADOS_TD_kid/cer_7_0.5 只有小孩
nnet3 架構不是很理想
%WER 66.49 [ 20467 / 30780, 3566 ins, 3761 del, 13140 sub ] exp_DAAIKidFullDeceptCSRCformosa_all_ADOSHappyTrainvalid/nnet3/ADOS_tdnn_fold/decode_ADOS_afraidangrysad/cer_17_0.5