for x in exp/*/decode*; do [ -d $x ] && grep WER $x/wer_* | utils/best_wer.sh; done # Use caution when comparing these results with other published results. Training Set : 3696 sentences 4620 sentences Dev Set : 400 sentences Test Set : 192 sentences Timit test set (1680 sentences) Language Model : Bigram phoneme language model which is extracted from training set # monophone, deltas. ---------------------------------Dev Set------------------------------------------ %WER 33.53 [ 5048 / 15057, 397 ins, 1674 del, 2977 sub ] exp/mono/decode_dev/wer_3 --------------------------------Test Set------------------------------------------ %WER 34.77 [ 2509 / 7215, 193 ins, 826 del, 1490 sub ] exp/mono/decode_test/wer_3 # tri1 : first triphone system (delta+delta-delta features) ---------------------------------Dev Set------------------------------------------ %WER 29.26 [ 4405 / 15057, 541 ins, 1281 del, 2583 sub ] exp/tri1/decode_dev/wer_6 --------------------------------Test Set------------------------------------------ %WER 30.53 [ 2203 / 7215, 259 ins, 654 del, 1290 sub ] exp/tri1/decode_test/wer_6 #tri2 : an LDA+MLLT system ---------------------------------Dev Set------------------------------------------ %WER 26.38 [ 3972 / 15057, 421 ins, 1269 del, 2282 sub ] exp/tri2/decode_dev/wer_7 --------------------------------Test Set------------------------------------------ %WER 28.41 [ 2050 / 7215, 220 ins, 664 del, 1166 sub ] exp/tri2/decode_test/wer_7 #tri3 : Speaker Adaptive Training (SAT) system ---------------------------------Dev Set------------------------------------------ %WER 23.36 [ 3517 / 15057, 464 ins, 1001 del, 2052 sub ] exp/tri3/decode_dev/wer_4 %WER 26.53 [ 3995 / 15057, 394 ins, 1289 del, 2312 sub ] exp/tri3/decode_dev.si/wer_7 --------------------------------Test Set------------------------------------------ %WER 24.96 [ 1801 / 7215, 245 ins, 529 del, 1027 sub ] exp/tri3/decode_test/wer_4 %WER 27.96 [ 2017 / 7215, 214 ins, 650 del, 1153 sub ] exp/tri3/decode_test.si/wer_7 #SGMM2 Training : ---------------------------------Dev Set------------------------------------------ %WER 20.66 [ 3111 / 15057, 347 ins, 1022 del, 1742 sub ] exp/sgmm2_4/decode_dev/wer_5 --------------------------------Test Set------------------------------------------ %WER 22.88 [ 1651 / 7215, 189 ins, 519 del, 943 sub ] exp/sgmm2_4/decode_test/wer_5 # SGMM2 + MMI Training : ---------------------------------Dev Set------------------------------------------ %WER 20.48 [ 3084 / 15057, 450 ins, 849 del, 1785 sub ] exp/sgmm2_4_mmi_b0.1/decode_dev_it1/wer_5 %WER 20.20 [ 3042 / 15057, 508 ins, 740 del, 1794 sub ] exp/sgmm2_4_mmi_b0.1/decode_dev_it2/wer_5 %WER 20.36 [ 3065 / 15057, 548 ins, 711 del, 1806 sub ] exp/sgmm2_4_mmi_b0.1/decode_dev_it3/wer_5 %WER 20.40 [ 3071 / 15057, 506 ins, 762 del, 1803 sub ] exp/sgmm2_4_mmi_b0.1/decode_dev_it4/wer_6 --------------------------------Test Set------------------------------------------ %WER 22.66 [ 1635 / 7215, 250 ins, 420 del, 965 sub ] exp/sgmm2_4_mmi_b0.1/decode_test_it1/wer_5 %WER 22.44 [ 1619 / 7215, 282 ins, 384 del, 953 sub ] exp/sgmm2_4_mmi_b0.1/decode_test_it2/wer_5 %WER 22.62 [ 1632 / 7215, 298 ins, 369 del, 965 sub ] exp/sgmm2_4_mmi_b0.1/decode_test_it3/wer_5 %WER 22.48 [ 1622 / 7215, 277 ins, 386 del, 959 sub ] exp/sgmm2_4_mmi_b0.1/decode_test_it4/wer_6 # Hybrid System : ---------------------------------Dev Set------------------------------------------ %WER 22.77 [ 3429 / 15057, 411 ins, 1057 del, 1961 sub ] exp/tri4_nnet/decode_dev/wer_3 --------------------------------Test Set------------------------------------------ %WER 24.84 [ 1792 / 7215, 197 ins, 579 del, 1016 sub ] exp/tri4_nnet/decode_test/wer_2 # Combination : ---------------------------------Dev Set------------------------------------------ %WER 20.26 [ 3051 / 15057, 371 ins, 937 del, 1743 sub ] exp/combine_2/decode_dev_it1/wer_4 %WER 19.91 [ 2998 / 15057, 397 ins, 870 del, 1731 sub ] exp/combine_2/decode_dev_it2/wer_4 %WER 19.75 [ 2974 / 15057, 422 ins, 825 del, 1727 sub ] exp/combine_2/decode_dev_it3/wer_4 %WER 19.79 [ 2980 / 15057, 373 ins, 886 del, 1721 sub ] exp/combine_2/decode_dev_it4/wer_5 --------------------------------Test Set------------------------------------------ %WER 21.90 [ 1580 / 7215, 191 ins, 474 del, 915 sub ] exp/combine_2/decode_test_it1/wer_4 %WER 21.73 [ 1568 / 7215, 218 ins, 442 del, 908 sub ] exp/combine_2/decode_test_it2/wer_4 %WER 21.62 [ 1560 / 7215, 223 ins, 423 del, 914 sub ] exp/combine_2/decode_test_it3/wer_4 %WER 21.68 [ 1564 / 7215, 197 ins, 476 del, 891 sub ] exp/combine_2/decode_test_it4/wer_5