Ok I think I understand now (maybe?)

#=============== Current Version ======================

# Segmenter + POS Tagger output file            # Gold Standard File
the Determiner                  =       The Determiner
whocame Noun                    !=      man Noun
to Preposition                  !=      who RelativePronoun
us AccusativePluralPronoun      !=      to Preposition
is CopulaPresent                        !=      us
AccusativePluralPronoun
an Determiner                   !=      is CopulaPresent
engineer Noun                   !=      an Determiner
                                        !=      engineer Noun
                
correct 1       
numErrorSegments        1       
ErrorSegmentLength      7       
                
#=============== Corrected Version ======================

# Segmenter + POS Tagger output file            # Gold Standard File
the Determiner                  =       The Determiner
whocame Noun                    !=      man Noun
                                        !=      who RelativePronoun
to Preposition                  =       to Preposition
us AccusativePluralPronoun      =       us AccusativePluralPronoun
is CopulaPresent                        =       is CopulaPresent
an Determiner                   =       an Determiner
engineer Noun                   =       engineer Noun
                
correct 6       
numErrorSegments        1       
ErrorSegmentLength      2       
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