Run the additional experiments for POS (see table)

[andreaskuster]

Train Data	Test Data	Accuracy Word2vec CRF	Accuracy GloVe CRF	Accuracy ELMo	Accuracy ELMo CRF (paper experiment)
PTB Dataset
Cased	Cased	0.8880455545265108	0.9590110557999537	0.9719191363741607	0.9726933317897661357
Cased	Uncased	0.7863437717064136	0.8611223662884927	0.8857229682796943	0.8828577216948367834
Uncased	Uncased	0.809714343598055	0.9496845334568187	0.9651829127112758	0.9651033225283631
C+U	Cased	0.8562384232461218	0.9688295901829127	0.9743791965732809	0.9750810372771475
C+U	Uncased	0.8666936790923825	0.9584105116925214	0.9659571081268812	0.9659209307710118
Half Mixed	Cased	0.8745079879601759	0.9579040287103496	0.9729755151655476	0.972331558231072
Half Mixed	Uncased	0.8286133943042371	0.9489826927529521	0.9636345218800648	0.9618763023848113
Cased	Truecase	0.8573960986339431	0.9382235471173883	0.9477671335957397	0.9503574322759898
Truecase	Truecase	0.8663970247742533	0.9519709423477657	0.9655519217411438	0.9660584047233156

Train Data	Test Data	Accuracy ELMo CRF
PTB Reduced Dataset
Cased	Cased	0.9635225748770675
Cased	Uncased	0.8837878110564744
Uncased	Uncased	0.9547608404112651
C+U	Cased	0.9670093875726419
C+U	Uncased	0.95726419311578
Half Mixed	Cased	0.963373565787513
Half Mixed	Uncased	0.950782297720161
Cased	Truecase	0.9462375204887498
Truecase	Truecase	0.953524064967963
Brown
Cased	Cased	0.956935486868762
Cased	Uncased	0.8330018772187424
Uncased	Uncased	0.9290745869189451
C+U	Cased	0.9710846032870111
C+U	Uncased	0.9583375486291857
Half Mixed	Cased	0.9528464955485754
Half Mixed	Uncased	0.9256175306209691
Cased	Truecase	0.9211382264929465
Truecase	Truecase	0.9261565340222664
CoNLL 2000
Cased	Cased	0.9779668161091313
Cased	Uncased	0.8791048779553206
Uncased	Uncased	0.9683105337778288
C+U	Cased	0.9899877244130735
C+U	Uncased	0.9946294307196563
Half Mixed	Cased	0.9765107100433
Half Mixed	Uncased	0.9666245162279189
Cased	Truecase	0.954017703184274
Truecase	Truecase	0.9678507108096716