Upload README.md

README.md

@@ -55,53 +55,53 @@ This model was trained on a single 2.3 GHz Dual-Core Intel Core i5 with recommen
 ### Overall
 metric|test
 -|-
-f1 |.663
-accuracy |.747
+f1 |.743
+accuracy |.801
 
 ### By category
 category|precision|recall|f1-score|support
 -|-|-|-|-
-AcademicTerms|0.69|0.70|0.69|54204
-AcademicWritingMoves|0.31|0.40|0.35|2860
-Character|0.68|0.70|0.69|86213
-Citation|0.61|0.47|0.53|4798
-CitationAuthority|0.48|0.39|0.43|1871
-CitationHedged|0.58|0.81|0.67|135
-ConfidenceHedged|0.65|0.74|0.69|8209
-ConfidenceHigh|0.51|0.61|0.56|8755
-ConfidenceLow|0.88|0.03|0.07|202
-Contingent|0.58|0.60|0.59|6802
-Description|0.56|0.62|0.59|98697
-Facilitate|0.57|0.54|0.55|3597
-FirstPerson|0.61|0.70|0.65|21285
-ForceStressed|0.55|0.59|0.57|29420
-Future|0.53|0.60|0.56|7253
-InformationChange|0.56|0.61|0.59|7427
-InformationChangeNegative|0.52|0.50|0.51|1338
-InformationChangePositive|0.53|0.48|0.51|2161
-InformationExposition|0.75|0.77|0.76|43144
-InformationPlace|0.78|0.84|0.81|14058
-InformationReportVerbs|0.64|0.69|0.66|8418
-InformationStates|0.69|0.74|0.71|11195
-InformationTopics|0.61|0.65|0.63|30214
-Inquiry|0.37|0.45|0.41|7109
-Interactive|0.59|0.64|0.61|32523
-MetadiscourseCohesive|0.89|0.91|0.90|17301
-MetadiscourseInteractive|0.40|0.48|0.44|4245
-Narrative|0.63|0.69|0.66|91799
-Negative|0.55|0.60|0.58|49234
-Positive|0.49|0.57|0.53|32228
-PublicTerms|0.63|0.64|0.63|18302
-Reasoning|0.71|0.75|0.73|16178
-Responsibility|0.51|0.43|0.47|1837
-Strategic|0.47|0.52|0.50|16889
-SyntacticComplexity|0.78|0.81|0.80|156361
-Uncertainty|0.36|0.32|0.34|2680
-Updates|0.44|0.39|0.41|6036
+AcademicTerms|0.76|0.77|0.76|140805
+AcademicWritingMoves|0.36|0.46|0.40|8182
+Character|0.74|0.78|0.76|123856
+Citation|0.73|0.81|0.77|13428
+CitationAuthority|0.55|0.49|0.51|4552
+CitationHedged|0.58|0.89|0.70|285
+ConfidenceHedged|0.76|0.84|0.79|14765
+ConfidenceHigh|0.64|0.72|0.68|11462
+ConfidenceLow|0.70|0.39|0.50|380
+Contingent|0.68|0.69|0.69|9537
+Description|0.60|0.67|0.63|108186
+Facilitate|0.63|0.63|0.63|7421
+FirstPerson|0.62|0.73|0.67|6235
+ForceStressed|0.65|0.72|0.69|37910
+Future|0.63|0.69|0.66|9049
+InformationChange|0.64|0.72|0.68|14560
+InformationChangeNegative|0.59|0.57|0.58|1840
+InformationChangePositive|0.61|0.58|0.60|4265
+InformationExposition|0.80|0.83|0.82|84977
+InformationPlace|0.80|0.82|0.81|18783
+InformationReportVerbs|0.71|0.79|0.75|17572
+InformationStates|0.74|0.80|0.77|21048
+InformationTopics|0.69|0.72|0.70|58677
+Inquiry|0.50|0.58|0.53|12735
+Interactive|0.64|0.70|0.67|18135
+MetadiscourseCohesive|0.90|0.93|0.92|33312
+MetadiscourseInteractive|0.54|0.62|0.58|6888
+Narrative|0.70|0.76|0.73|116896
+Negative|0.63|0.69|0.66|60534
+Positive|0.60|0.67|0.63|54374
+PublicTerms|0.70|0.74|0.72|38229
+Reasoning|0.71|0.76|0.74|30157
+Responsibility|0.59|0.63|0.61|3451
+Strategic|0.60|0.62|0.61|28064
+SyntacticComplexity|0.83|0.87|0.85|297387
+Uncertainty|0.43|0.44|0.43|2915
+Updates|0.52|0.53|0.53|6156
 -|-|-|-|-
-micro (avg)|0.64|0.68|0.66|904978
-macro (avg)|0.59|0.59|0.58|904978
-weighted (avg)|0.64|0.68|0.66|904978
+micro|avg|0.72|0.77|0.74|1427008
+macro|avg|0.65|0.69|0.67|1427008
+weighted|avg|0.72|0.77|0.74|1427008
 
 
 ## DocuScope Category Descriptions