diff --git a/UD_any/results/acl_2020_version2.res b/UD_any/results/acl_2020_version2.res index f2bdb4f723c41c338a026f577df25164ada5e630..294f88e0a1d904a6f1fb263a5c3c4bef8f98af8e 100644 --- a/UD_any/results/acl_2020_version2.res +++ b/UD_any/results/acl_2020_version2.res @@ -1,197 +1,254 @@ -Corpus Metric F1.score Model +Corpus Metric F1.score Model -------------------------------------------------------------------------------- -English-EWT LAS 67.35[±0.27]% tokeparser -English-EWT LAS 67.68[±0.14]% tokeparser_incremental -English-EWT LAS 73.74[±0.42]% tokeparser_sequential +English-EWT LAS 66.11[±0.33]% tokeparser_incremental_b6 +English-EWT LAS 66.44[±0.47]% tokeparser_incremental_b5 +English-EWT LAS 66.93[±0.27]% tokeparser_incremental_b0 +English-EWT LAS 66.94[±0.28]% tokeparser_incremental_b3 +English-EWT LAS 66.95[±0.33]% tokeparser_incremental_b2 +English-EWT LAS 67.02[±0.23]% tokeparser_incremental_b4 +English-EWT LAS 67.19[±0.26]% tokeparser_incremental_b1 + +English-EWT Lemmas 93.29[±0.10]% tokeparser_incremental_b0 +English-EWT Lemmas 93.61[±0.10]% tokeparser_incremental_b6 +English-EWT Lemmas 93.66[±0.12]% tokeparser_incremental_b2 +English-EWT Lemmas 93.67[±0.20]% tokeparser_incremental_b3 +English-EWT Lemmas 93.72[±0.13]% tokeparser_incremental_b4 +English-EWT Lemmas 93.81[±0.16]% tokeparser_incremental_b1 +English-EWT Lemmas 93.81[±0.24]% tokeparser_incremental_b5 + +English-EWT Sentences 66.08[±0.25]% tokeparser_incremental_b5 +English-EWT Sentences 66.31[±0.78]% tokeparser_incremental_b2 +English-EWT Sentences 66.63[±1.76]% tokeparser_incremental_b3 +English-EWT Sentences 66.70[±0.39]% tokeparser_incremental_b6 +English-EWT Sentences 67.00[±0.64]% tokeparser_incremental_b0 +English-EWT Sentences 67.00[±0.78]% tokeparser_incremental_b1 +English-EWT Sentences 67.23[±0.55]% tokeparser_incremental_b4 + +English-EWT UAS 71.53[±0.27]% tokeparser_incremental_b6 +English-EWT UAS 71.68[±0.51]% tokeparser_incremental_b5 +English-EWT UAS 71.99[±0.18]% tokeparser_incremental_b0 +English-EWT UAS 72.06[±0.29]% tokeparser_incremental_b2 +English-EWT UAS 72.09[±0.21]% tokeparser_incremental_b3 +English-EWT UAS 72.29[±0.06]% tokeparser_incremental_b4 +English-EWT UAS 72.54[±0.37]% tokeparser_incremental_b1 + +English-EWT UFeats 92.53[±0.26]% tokeparser_incremental_b0 +English-EWT UFeats 92.65[±0.21]% tokeparser_incremental_b1 +English-EWT UFeats 92.86[±0.11]% tokeparser_incremental_b6 +English-EWT UFeats 93.03[±0.12]% tokeparser_incremental_b4 +English-EWT UFeats 93.04[±0.10]% tokeparser_incremental_b2 +English-EWT UFeats 93.09[±0.29]% tokeparser_incremental_b3 +English-EWT UFeats 93.13[±0.23]% tokeparser_incremental_b5 + +English-EWT UPOS 89.61[±0.06]% tokeparser_incremental_b0 +English-EWT UPOS 91.07[±0.17]% tokeparser_incremental_b6 +English-EWT UPOS 91.26[±0.24]% tokeparser_incremental_b5 +English-EWT UPOS 91.27[±0.15]% tokeparser_incremental_b4 +English-EWT UPOS 91.29[±0.25]% tokeparser_incremental_b3 +English-EWT UPOS 91.34[±0.17]% tokeparser_incremental_b1 +English-EWT UPOS 91.34[±0.21]% tokeparser_incremental_b2 + +English-EWT Words 98.12[±0.08]% tokeparser_incremental_b6 +English-EWT Words 98.16[±0.09]% tokeparser_incremental_b0 +English-EWT Words 98.18[±0.10]% tokeparser_incremental_b2 +English-EWT Words 98.23[±0.03]% tokeparser_incremental_b4 +English-EWT Words 98.24[±0.29]% tokeparser_incremental_b3 +English-EWT Words 98.34[±0.22]% tokeparser_incremental_b5 +English-EWT Words 98.36[±0.10]% tokeparser_incremental_b1 -English-EWT Lemmas 93.63[±0.08]% tokeparser -English-EWT Lemmas 93.73[±0.01]% tokeparser_incremental -English-EWT Lemmas 93.91[±0.09]% tokeparser_sequential +-------------------------------------------------------------------------------- +English-EWT LAS 67.35[±0.27]% tokeparser +English-EWT LAS 67.68[±0.14]% tokeparser_incremental +English-EWT LAS 73.74[±0.42]% tokeparser_sequential + +English-EWT Lemmas 93.63[±0.08]% tokeparser +English-EWT Lemmas 93.73[±0.01]% tokeparser_incremental +English-EWT Lemmas 93.91[±0.09]% tokeparser_sequential -English-EWT Sentences 66.66[±0.23]% tokeparser_incremental -English-EWT Sentences 66.98[±0.24]% tokeparser -English-EWT Sentences 70.27[±0.63]% tokeparser_sequential +English-EWT Sentences 66.66[±0.23]% tokeparser_incremental +English-EWT Sentences 66.98[±0.24]% tokeparser +English-EWT Sentences 70.27[±0.63]% tokeparser_sequential -English-EWT UAS 72.09[±0.19]% tokeparser -English-EWT UAS 72.50[±0.01]% tokeparser_incremental -English-EWT UAS 77.86[±0.47]% tokeparser_sequential +English-EWT UAS 72.09[±0.19]% tokeparser +English-EWT UAS 72.50[±0.01]% tokeparser_incremental +English-EWT UAS 77.86[±0.47]% tokeparser_sequential -English-EWT UFeats 92.93[±0.24]% tokeparser -English-EWT UFeats 93.16[±0.05]% tokeparser_incremental -English-EWT UFeats 93.42[±0.05]% tokeparser_sequential +English-EWT UFeats 92.93[±0.24]% tokeparser +English-EWT UFeats 93.16[±0.05]% tokeparser_incremental +English-EWT UFeats 93.42[±0.05]% tokeparser_sequential -English-EWT UPOS 91.25[±0.15]% tokeparser -English-EWT UPOS 91.38[±0.08]% tokeparser_incremental -English-EWT UPOS 92.21[±0.11]% tokeparser_sequential +English-EWT UPOS 91.25[±0.15]% tokeparser +English-EWT UPOS 91.38[±0.08]% tokeparser_incremental +English-EWT UPOS 92.21[±0.11]% tokeparser_sequential -English-EWT Words 98.14[±0.08]% tokeparser -English-EWT Words 98.25[±0.01]% tokeparser_incremental -English-EWT Words 98.30[±0.09]% tokeparser_sequential +English-EWT Words 98.14[±0.08]% tokeparser +English-EWT Words 98.25[±0.01]% tokeparser_incremental +English-EWT Words 98.30[±0.09]% tokeparser_sequential -------------------------------------------------------------------------------- -Finnish-TDT LAS 66.74[±0.50]% tokeparser -Finnish-TDT LAS 67.35[±0.39]% tokeparser_incremental -Finnish-TDT LAS 71.39[±0.32]% tokeparser_sequential +Finnish-TDT LAS 66.74[±0.50]% tokeparser +Finnish-TDT LAS 67.35[±0.39]% tokeparser_incremental +Finnish-TDT LAS 71.39[±0.32]% tokeparser_sequential -Finnish-TDT Lemmas 84.02[±0.10]% tokeparser -Finnish-TDT Lemmas 84.04[±0.12]% tokeparser_incremental -Finnish-TDT Lemmas 84.07[±0.13]% tokeparser_sequential +Finnish-TDT Lemmas 84.02[±0.10]% tokeparser +Finnish-TDT Lemmas 84.04[±0.12]% tokeparser_incremental +Finnish-TDT Lemmas 84.07[±0.13]% tokeparser_sequential -Finnish-TDT Sentences 86.97[±0.69]% tokeparser_incremental -Finnish-TDT Sentences 87.52[±0.66]% tokeparser -Finnish-TDT Sentences 87.73[±0.32]% tokeparser_sequential +Finnish-TDT Sentences 86.97[±0.69]% tokeparser_incremental +Finnish-TDT Sentences 87.52[±0.66]% tokeparser +Finnish-TDT Sentences 87.73[±0.32]% tokeparser_sequential -Finnish-TDT UAS 73.18[±0.31]% tokeparser -Finnish-TDT UAS 73.33[±0.49]% tokeparser_incremental -Finnish-TDT UAS 76.46[±0.39]% tokeparser_sequential +Finnish-TDT UAS 73.18[±0.31]% tokeparser +Finnish-TDT UAS 73.33[±0.49]% tokeparser_incremental +Finnish-TDT UAS 76.46[±0.39]% tokeparser_sequential -Finnish-TDT UFeats 90.31[±0.12]% tokeparser_incremental -Finnish-TDT UFeats 90.46[±0.17]% tokeparser -Finnish-TDT UFeats 90.88[±0.16]% tokeparser_sequential +Finnish-TDT UFeats 90.31[±0.12]% tokeparser_incremental +Finnish-TDT UFeats 90.46[±0.17]% tokeparser +Finnish-TDT UFeats 90.88[±0.16]% tokeparser_sequential -Finnish-TDT UPOS 93.14[±0.16]% tokeparser_incremental -Finnish-TDT UPOS 93.18[±0.07]% tokeparser -Finnish-TDT UPOS 93.39[±0.11]% tokeparser_sequential +Finnish-TDT UPOS 93.14[±0.16]% tokeparser_incremental +Finnish-TDT UPOS 93.18[±0.07]% tokeparser +Finnish-TDT UPOS 93.39[±0.11]% tokeparser_sequential -Finnish-TDT Words 99.56[±0.02]% tokeparser -Finnish-TDT Words 99.56[±0.03]% tokeparser_sequential -Finnish-TDT Words 99.57[±0.05]% tokeparser_incremental +Finnish-TDT Words 99.56[±0.02]% tokeparser +Finnish-TDT Words 99.56[±0.03]% tokeparser_sequential +Finnish-TDT Words 99.57[±0.05]% tokeparser_incremental -------------------------------------------------------------------------------- -French-Spoken LAS 59.21[±0.31]% tokeparser_incremental -French-Spoken LAS 59.22[±0.33]% tokeparser -French-Spoken LAS 61.78[±0.21]% tokeparser_sequential +French-Spoken LAS 59.21[±0.31]% tokeparser_incremental +French-Spoken LAS 59.22[±0.33]% tokeparser +French-Spoken LAS 61.78[±0.21]% tokeparser_sequential -French-Spoken Lemmas 92.61[±0.29]% tokeparser_incremental -French-Spoken Lemmas 92.82[±0.46]% tokeparser_sequential -French-Spoken Lemmas 92.83[±0.03]% tokeparser +French-Spoken Lemmas 92.61[±0.29]% tokeparser_incremental +French-Spoken Lemmas 92.82[±0.46]% tokeparser_sequential +French-Spoken Lemmas 92.83[±0.03]% tokeparser -French-Spoken Sentences 9.78[±2.48]% tokeparser_incremental -French-Spoken Sentences 11.16[±2.79]% tokeparser -French-Spoken Sentences 20.51[±0.48]% tokeparser_sequential +French-Spoken Sentences 9.78[±2.48]% tokeparser_incremental +French-Spoken Sentences 11.16[±2.79]% tokeparser +French-Spoken Sentences 20.51[±0.48]% tokeparser_sequential -French-Spoken UAS 64.48[±0.53]% tokeparser -French-Spoken UAS 64.71[±0.46]% tokeparser_incremental -French-Spoken UAS 67.21[±0.15]% tokeparser_sequential +French-Spoken UAS 64.48[±0.53]% tokeparser +French-Spoken UAS 64.71[±0.46]% tokeparser_incremental +French-Spoken UAS 67.21[±0.15]% tokeparser_sequential -French-Spoken UFeats 98.89[±0.35]% tokeparser_incremental -French-Spoken UFeats 99.22[±0.49]% tokeparser_sequential -French-Spoken UFeats 99.25[±0.12]% tokeparser +French-Spoken UFeats 98.89[±0.35]% tokeparser_incremental +French-Spoken UFeats 99.22[±0.49]% tokeparser_sequential +French-Spoken UFeats 99.25[±0.12]% tokeparser -French-Spoken UPOS 91.31[±0.23]% tokeparser_incremental -French-Spoken UPOS 91.56[±0.19]% tokeparser -French-Spoken UPOS 92.42[±0.55]% tokeparser_sequential +French-Spoken UPOS 91.31[±0.23]% tokeparser_incremental +French-Spoken UPOS 91.56[±0.19]% tokeparser +French-Spoken UPOS 92.42[±0.55]% tokeparser_sequential -French-Spoken Words 98.89[±0.35]% tokeparser_incremental -French-Spoken Words 99.22[±0.49]% tokeparser_sequential -French-Spoken Words 99.25[±0.12]% tokeparser +French-Spoken Words 98.89[±0.35]% tokeparser_incremental +French-Spoken Words 99.22[±0.49]% tokeparser_sequential +French-Spoken Words 99.25[±0.12]% tokeparser -------------------------------------------------------------------------------- -Norwegian-Bokmaal LAS 73.89[±0.40]% tokeparser_incremental -Norwegian-Bokmaal LAS 74.57[±0.86]% tokeparser -Norwegian-Bokmaal LAS 79.86[±0.23]% tokeparser_sequential +Norwegian-Bokmaal LAS 73.89[±0.40]% tokeparser_incremental +Norwegian-Bokmaal LAS 74.57[±0.86]% tokeparser +Norwegian-Bokmaal LAS 79.86[±0.23]% tokeparser_sequential -Norwegian-Bokmaal Lemmas 96.28[±0.05]% tokeparser_incremental -Norwegian-Bokmaal Lemmas 96.30[±0.12]% tokeparser -Norwegian-Bokmaal Lemmas 96.41[±0.08]% tokeparser_sequential +Norwegian-Bokmaal Lemmas 96.28[±0.05]% tokeparser_incremental +Norwegian-Bokmaal Lemmas 96.30[±0.12]% tokeparser +Norwegian-Bokmaal Lemmas 96.41[±0.08]% tokeparser_sequential -Norwegian-Bokmaal Sentences 92.28[±0.90]% tokeparser_sequential -Norwegian-Bokmaal Sentences 92.42[±0.54]% tokeparser -Norwegian-Bokmaal Sentences 92.77[±0.19]% tokeparser_incremental +Norwegian-Bokmaal Sentences 92.28[±0.90]% tokeparser_sequential +Norwegian-Bokmaal Sentences 92.42[±0.54]% tokeparser +Norwegian-Bokmaal Sentences 92.77[±0.19]% tokeparser_incremental -Norwegian-Bokmaal UAS 79.09[±0.23]% tokeparser_incremental -Norwegian-Bokmaal UAS 79.40[±0.52]% tokeparser -Norwegian-Bokmaal UAS 83.71[±0.12]% tokeparser_sequential +Norwegian-Bokmaal UAS 79.09[±0.23]% tokeparser_incremental +Norwegian-Bokmaal UAS 79.40[±0.52]% tokeparser +Norwegian-Bokmaal UAS 83.71[±0.12]% tokeparser_sequential -Norwegian-Bokmaal UFeats 93.08[±0.14]% tokeparser_incremental -Norwegian-Bokmaal UFeats 93.25[±0.08]% tokeparser -Norwegian-Bokmaal UFeats 93.95[±0.07]% tokeparser_sequential +Norwegian-Bokmaal UFeats 93.08[±0.14]% tokeparser_incremental +Norwegian-Bokmaal UFeats 93.25[±0.08]% tokeparser +Norwegian-Bokmaal UFeats 93.95[±0.07]% tokeparser_sequential -Norwegian-Bokmaal UPOS 94.50[±0.11]% tokeparser_incremental -Norwegian-Bokmaal UPOS 94.56[±0.15]% tokeparser -Norwegian-Bokmaal UPOS 95.50[±0.02]% tokeparser_sequential +Norwegian-Bokmaal UPOS 94.50[±0.11]% tokeparser_incremental +Norwegian-Bokmaal UPOS 94.56[±0.15]% tokeparser +Norwegian-Bokmaal UPOS 95.50[±0.02]% tokeparser_sequential -Norwegian-Bokmaal Words 99.72[±0.02]% tokeparser_sequential -Norwegian-Bokmaal Words 99.73[±0.01]% tokeparser -Norwegian-Bokmaal Words 99.74[±0.01]% tokeparser_incremental +Norwegian-Bokmaal Words 99.72[±0.02]% tokeparser_sequential +Norwegian-Bokmaal Words 99.73[±0.01]% tokeparser +Norwegian-Bokmaal Words 99.74[±0.01]% tokeparser_incremental -------------------------------------------------------------------------------- -Romanian-RRT LAS 73.90[±0.21]% tokeparser -Romanian-RRT LAS 74.14[±0.03]% tokeparser_incremental -Romanian-RRT LAS 77.30[±0.26]% tokeparser_sequential +Romanian-RRT LAS 73.90[±0.21]% tokeparser +Romanian-RRT LAS 74.14[±0.03]% tokeparser_incremental +Romanian-RRT LAS 77.30[±0.26]% tokeparser_sequential -Romanian-RRT Lemmas 95.79[±0.13]% tokeparser -Romanian-RRT Lemmas 95.85[±0.02]% tokeparser_incremental -Romanian-RRT Lemmas 96.21[±0.11]% tokeparser_sequential +Romanian-RRT Lemmas 95.79[±0.13]% tokeparser +Romanian-RRT Lemmas 95.85[±0.02]% tokeparser_incremental +Romanian-RRT Lemmas 96.21[±0.11]% tokeparser_sequential -Romanian-RRT Sentences 94.65[±0.52]% tokeparser -Romanian-RRT Sentences 94.73[±0.42]% tokeparser_incremental -Romanian-RRT Sentences 95.51[±0.85]% tokeparser_sequential +Romanian-RRT Sentences 94.65[±0.52]% tokeparser +Romanian-RRT Sentences 94.73[±0.42]% tokeparser_incremental +Romanian-RRT Sentences 95.51[±0.85]% tokeparser_sequential -Romanian-RRT UAS 81.03[±0.06]% tokeparser_incremental -Romanian-RRT UAS 81.09[±0.18]% tokeparser -Romanian-RRT UAS 83.57[±0.25]% tokeparser_sequential +Romanian-RRT UAS 81.03[±0.06]% tokeparser_incremental +Romanian-RRT UAS 81.09[±0.18]% tokeparser +Romanian-RRT UAS 83.57[±0.25]% tokeparser_sequential -Romanian-RRT UFeats 94.62[±0.06]% tokeparser -Romanian-RRT UFeats 94.69[±0.22]% tokeparser_incremental -Romanian-RRT UFeats 95.21[±0.08]% tokeparser_sequential +Romanian-RRT UFeats 94.62[±0.06]% tokeparser +Romanian-RRT UFeats 94.69[±0.22]% tokeparser_incremental +Romanian-RRT UFeats 95.21[±0.08]% tokeparser_sequential -Romanian-RRT UPOS 95.47[±0.09]% tokeparser -Romanian-RRT UPOS 95.48[±0.19]% tokeparser_incremental -Romanian-RRT UPOS 95.98[±0.13]% tokeparser_sequential +Romanian-RRT UPOS 95.47[±0.09]% tokeparser +Romanian-RRT UPOS 95.48[±0.19]% tokeparser_incremental +Romanian-RRT UPOS 95.98[±0.13]% tokeparser_sequential -Romanian-RRT Words 99.61[±0.04]% tokeparser_incremental -Romanian-RRT Words 99.63[±0.01]% tokeparser -Romanian-RRT Words 99.66[±0.03]% tokeparser_sequential +Romanian-RRT Words 99.61[±0.04]% tokeparser_incremental +Romanian-RRT Words 99.63[±0.01]% tokeparser +Romanian-RRT Words 99.66[±0.03]% tokeparser_sequential -------------------------------------------------------------------------------- -Russian-SynTagRus LAS 77.52[±0.31]% tokeparser -Russian-SynTagRus LAS 78.32[±0.16]% tokeparser_incremental -Russian-SynTagRus LAS 81.47[±0.23]% tokeparser_sequential +Russian-SynTagRus LAS 77.52[±0.31]% tokeparser +Russian-SynTagRus LAS 78.32[±0.16]% tokeparser_incremental +Russian-SynTagRus LAS 81.47[±0.23]% tokeparser_sequential -Russian-SynTagRus Lemmas 95.57[±0.08]% tokeparser_incremental -Russian-SynTagRus Lemmas 95.60[±0.07]% tokeparser -Russian-SynTagRus Lemmas 95.78[±0.06]% tokeparser_sequential +Russian-SynTagRus Lemmas 95.57[±0.08]% tokeparser_incremental +Russian-SynTagRus Lemmas 95.60[±0.07]% tokeparser +Russian-SynTagRus Lemmas 95.78[±0.06]% tokeparser_sequential -Russian-SynTagRus Sentences 96.57[±0.03]% tokeparser_incremental -Russian-SynTagRus Sentences 96.67[±0.18]% tokeparser_sequential -Russian-SynTagRus Sentences 96.84[±0.06]% tokeparser +Russian-SynTagRus Sentences 96.57[±0.03]% tokeparser_incremental +Russian-SynTagRus Sentences 96.67[±0.18]% tokeparser_sequential +Russian-SynTagRus Sentences 96.84[±0.06]% tokeparser -Russian-SynTagRus UAS 81.59[±0.25]% tokeparser_incremental -Russian-SynTagRus UAS 82.03[±0.32]% tokeparser -Russian-SynTagRus UAS 85.13[±0.19]% tokeparser_sequential +Russian-SynTagRus UAS 81.59[±0.25]% tokeparser_incremental +Russian-SynTagRus UAS 82.03[±0.32]% tokeparser +Russian-SynTagRus UAS 85.13[±0.19]% tokeparser_sequential -Russian-SynTagRus UFeats 92.55[±0.10]% tokeparser_incremental -Russian-SynTagRus UFeats 92.62[±0.15]% tokeparser -Russian-SynTagRus UFeats 93.68[±0.05]% tokeparser_sequential +Russian-SynTagRus UFeats 92.55[±0.10]% tokeparser_incremental +Russian-SynTagRus UFeats 92.62[±0.15]% tokeparser +Russian-SynTagRus UFeats 93.68[±0.05]% tokeparser_sequential -Russian-SynTagRus UPOS 97.29[±0.03]% tokeparser -Russian-SynTagRus UPOS 97.33[±0.07]% tokeparser_incremental -Russian-SynTagRus UPOS 97.57[±0.02]% tokeparser_sequential +Russian-SynTagRus UPOS 97.29[±0.03]% tokeparser +Russian-SynTagRus UPOS 97.33[±0.07]% tokeparser_incremental +Russian-SynTagRus UPOS 97.57[±0.02]% tokeparser_sequential -Russian-SynTagRus Words 99.53[±0.01]% tokeparser -Russian-SynTagRus Words 99.53[±0.04]% tokeparser_sequential -Russian-SynTagRus Words 99.55[±0.05]% tokeparser_incremental +Russian-SynTagRus Words 99.53[±0.01]% tokeparser +Russian-SynTagRus Words 99.53[±0.04]% tokeparser_sequential +Russian-SynTagRus Words 99.55[±0.05]% tokeparser_incremental -------------------------------------------------------------------------------- -Turkish-IMST LAS 48.14[±0.60]% tokeparser_incremental -Turkish-IMST LAS 48.15[±1.25]% tokeparser -Turkish-IMST LAS 49.08[±0.49]% tokeparser_sequential +Turkish-IMST LAS 48.14[±0.60]% tokeparser_incremental +Turkish-IMST LAS 48.15[±1.25]% tokeparser +Turkish-IMST LAS 49.08[±0.49]% tokeparser_sequential -Turkish-IMST Lemmas 83.52[±0.15]% tokeparser_sequential -Turkish-IMST Lemmas 83.56[±0.34]% tokeparser -Turkish-IMST Lemmas 83.67[±0.14]% tokeparser_incremental +Turkish-IMST Lemmas 83.52[±0.15]% tokeparser_sequential +Turkish-IMST Lemmas 83.56[±0.34]% tokeparser +Turkish-IMST Lemmas 83.67[±0.14]% tokeparser_incremental -Turkish-IMST Sentences 96.16[±0.38]% tokeparser_incremental -Turkish-IMST Sentences 96.21[±0.08]% tokeparser -Turkish-IMST Sentences 97.05[±0.03]% tokeparser_sequential +Turkish-IMST Sentences 96.16[±0.38]% tokeparser_incremental +Turkish-IMST Sentences 96.21[±0.08]% tokeparser +Turkish-IMST Sentences 97.05[±0.03]% tokeparser_sequential -Turkish-IMST UAS 55.64[±1.45]% tokeparser -Turkish-IMST UAS 55.69[±0.29]% tokeparser_incremental -Turkish-IMST UAS 56.30[±0.31]% tokeparser_sequential +Turkish-IMST UAS 55.64[±1.45]% tokeparser +Turkish-IMST UAS 55.69[±0.29]% tokeparser_incremental +Turkish-IMST UAS 56.30[±0.31]% tokeparser_sequential -Turkish-IMST UFeats 85.18[±0.12]% tokeparser_incremental -Turkish-IMST UFeats 85.46[±0.21]% tokeparser -Turkish-IMST UFeats 85.85[±0.14]% tokeparser_sequential +Turkish-IMST UFeats 85.18[±0.12]% tokeparser_incremental +Turkish-IMST UFeats 85.46[±0.21]% tokeparser +Turkish-IMST UFeats 85.85[±0.14]% tokeparser_sequential -Turkish-IMST UPOS 89.23[±0.24]% tokeparser -Turkish-IMST UPOS 89.24[±0.22]% tokeparser_incremental -Turkish-IMST UPOS 89.41[±0.11]% tokeparser_sequential +Turkish-IMST UPOS 89.23[±0.24]% tokeparser +Turkish-IMST UPOS 89.24[±0.22]% tokeparser_incremental +Turkish-IMST UPOS 89.41[±0.11]% tokeparser_sequential -Turkish-IMST Words 96.73[±0.24]% tokeparser -Turkish-IMST Words 96.76[±0.18]% tokeparser_sequential -Turkish-IMST Words 96.87[±0.02]% tokeparser_incremental +Turkish-IMST Words 96.73[±0.24]% tokeparser +Turkish-IMST Words 96.76[±0.18]% tokeparser_sequential +Turkish-IMST Words 96.87[±0.02]% tokeparser_incremental