id sid tid token lemma pos 5999n298v0s 1 1 the the DET 5999n298v0s 1 2 biometric biometric ADJ 5999n298v0s 1 3 menagerie menagerie NOUN 5999n298v0s 1 4 , , PUNCT 5999n298v0s 1 5 or or CCONJ 5999n298v0s 1 6 biometric biometric ADJ 5999n298v0s 1 7 zoo zoo NOUN 5999n298v0s 1 8 , , PUNCT 5999n298v0s 1 9 is be AUX 5999n298v0s 1 10 a a DET 5999n298v0s 1 11 classification classification NOUN 5999n298v0s 1 12 system system NOUN 5999n298v0s 1 13 used use VERB 5999n298v0s 1 14 to to PART 5999n298v0s 1 15 label label VERB 5999n298v0s 1 16 the the DET 5999n298v0s 1 17 matching match VERB 5999n298v0s 1 18 tendencies tendency NOUN 5999n298v0s 1 19 of of ADP 5999n298v0s 1 20 a a DET 5999n298v0s 1 21 given give VERB 5999n298v0s 1 22 subject?s subject?s PROPN 5999n298v0s 1 23 biometric biometric ADJ 5999n298v0s 1 24 signature signature NOUN 5999n298v0s 1 25 . . PUNCT 5999n298v0s 2 1 these these DET 5999n298v0s 2 2 tendencies tendency NOUN 5999n298v0s 2 3 may may AUX 5999n298v0s 2 4 include include VERB 5999n298v0s 2 5 matching match VERB 5999n298v0s 2 6 their their PRON 5999n298v0s 2 7 own own ADJ 5999n298v0s 2 8 signatures signature NOUN 5999n298v0s 2 9 poorly poorly ADV 5999n298v0s 2 10 or or CCONJ 5999n298v0s 2 11 matching match VERB 5999n298v0s 2 12 other other ADJ 5999n298v0s 2 13 subjects subject NOUN 5999n298v0s 2 14 ? ? PUNCT 5999n298v0s 3 1 signatures signature NOUN 5999n298v0s 3 2 better well ADV 5999n298v0s 3 3 than than ADP 5999n298v0s 3 4 their their PRON 5999n298v0s 3 5 own own ADJ 5999n298v0s 3 6 . . PUNCT 5999n298v0s 4 1 several several ADJ 5999n298v0s 4 2 experiments experiment NOUN 5999n298v0s 4 3 show show VERB 5999n298v0s 4 4 the the DET 5999n298v0s 4 5 biometric biometric ADJ 5999n298v0s 4 6 menagerie menagerie NOUN 5999n298v0s 4 7 to to PART 5999n298v0s 4 8 be be AUX 5999n298v0s 4 9 an an DET 5999n298v0s 4 10 unstable unstable ADJ 5999n298v0s 4 11 classification classification NOUN 5999n298v0s 4 12 system system NOUN 5999n298v0s 4 13 where where SCONJ 5999n298v0s 4 14 subjects subject NOUN 5999n298v0s 4 15 frequently frequently ADV 5999n298v0s 4 16 change change VERB 5999n298v0s 4 17 class class NOUN 5999n298v0s 4 18 labels label NOUN 5999n298v0s 4 19 . . PUNCT 5999n298v0s 5 1 in in ADP 5999n298v0s 5 2 an an DET 5999n298v0s 5 3 attempt attempt NOUN 5999n298v0s 5 4 to to PART 5999n298v0s 5 5 improve improve VERB 5999n298v0s 5 6 the the DET 5999n298v0s 5 7 stability stability NOUN 5999n298v0s 5 8 of of ADP 5999n298v0s 5 9 the the DET 5999n298v0s 5 10 biometric biometric ADJ 5999n298v0s 5 11 menagerie menagerie NOUN 5999n298v0s 5 12 , , PUNCT 5999n298v0s 5 13 existing exist VERB 5999n298v0s 5 14 score score NOUN 5999n298v0s 5 15 normalization normalization NOUN 5999n298v0s 5 16 techniques technique NOUN 5999n298v0s 5 17 are be AUX 5999n298v0s 5 18 expanded expand VERB 5999n298v0s 5 19 to to PART 5999n298v0s 5 20 create create VERB 5999n298v0s 5 21 covariate covariate ADJ 5999n298v0s 5 22 f f NOUN 5999n298v0s 5 23 - - PUNCT 5999n298v0s 5 24 normalization normalization NOUN 5999n298v0s 5 25 ( ( PUNCT 5999n298v0s 5 26 covf covf PROPN 5999n298v0s 5 27 - - PUNCT 5999n298v0s 5 28 norm norm NOUN 5999n298v0s 5 29 ) ) PUNCT 5999n298v0s 5 30 . . PUNCT 5999n298v0s 6 1 when when SCONJ 5999n298v0s 6 2 the the DET 5999n298v0s 6 3 normalization normalization NOUN 5999n298v0s 6 4 methods method NOUN 5999n298v0s 6 5 are be AUX 5999n298v0s 6 6 applied apply VERB 5999n298v0s 6 7 to to ADP 5999n298v0s 6 8 the the DET 5999n298v0s 6 9 biometric biometric ADJ 5999n298v0s 6 10 menagerie menagerie NOUN 5999n298v0s 6 11 , , PUNCT 5999n298v0s 6 12 the the DET 5999n298v0s 6 13 classification classification NOUN 5999n298v0s 6 14 system system NOUN 5999n298v0s 6 15 remains remain VERB 5999n298v0s 6 16 unstable unstable ADJ 5999n298v0s 6 17 and and CCONJ 5999n298v0s 6 18 unreliable unreliable ADJ 5999n298v0s 6 19 for for ADP 5999n298v0s 6 20 practical practical ADJ 5999n298v0s 6 21 use use NOUN 5999n298v0s 6 22 with with ADP 5999n298v0s 6 23 subject subject ADJ 5999n298v0s 6 24 - - PUNCT 5999n298v0s 6 25 specific specific ADJ 5999n298v0s 6 26 thresholding thresholding NOUN 5999n298v0s 6 27 . . PUNCT 5999n298v0s 7 1 the the DET 5999n298v0s 7 2 new new ADJ 5999n298v0s 7 3 normalization normalization NOUN 5999n298v0s 7 4 method method NOUN 5999n298v0s 7 5 , , PUNCT 5999n298v0s 7 6 covf covf NOUN 5999n298v0s 7 7 - - PUNCT 5999n298v0s 7 8 norm norm NOUN 5999n298v0s 7 9 , , PUNCT 5999n298v0s 7 10 is be AUX 5999n298v0s 7 11 also also ADV 5999n298v0s 7 12 shown show VERB 5999n298v0s 7 13 to to PART 5999n298v0s 7 14 be be AUX 5999n298v0s 7 15 algorithm algorithm ADV 5999n298v0s 7 16 independent independent ADJ 5999n298v0s 7 17 and and CCONJ 5999n298v0s 7 18 data datum NOUN 5999n298v0s 7 19 set set VERB 5999n298v0s 7 20 independent independent ADJ 5999n298v0s 7 21 unlike unlike ADP 5999n298v0s 7 22 the the DET 5999n298v0s 7 23 biometric biometric ADJ 5999n298v0s 7 24 menagerie menagerie NOUN 5999n298v0s 7 25 which which PRON 5999n298v0s 7 26 is be AUX 5999n298v0s 7 27 dependent dependent ADJ 5999n298v0s 7 28 on on ADP 5999n298v0s 7 29 both both CCONJ 5999n298v0s 7 30 the the DET 5999n298v0s 7 31 algorithm algorithm NOUN 5999n298v0s 7 32 and and CCONJ 5999n298v0s 7 33 data datum NOUN 5999n298v0s 7 34 set set VERB 5999n298v0s 7 35 . . PUNCT 5999n298v0s 8 1 covf covf PROPN 5999n298v0s 8 2 - - PUNCT 5999n298v0s 8 3 norm norm PROPN 5999n298v0s 8 4 is be AUX 5999n298v0s 8 5 shown show VERB 5999n298v0s 8 6 to to PART 5999n298v0s 8 7 significantly significantly ADV 5999n298v0s 8 8 improve improve VERB 5999n298v0s 8 9 performance performance NOUN 5999n298v0s 8 10 when when SCONJ 5999n298v0s 8 11 compared compare VERB 5999n298v0s 8 12 to to ADP 5999n298v0s 8 13 the the DET 5999n298v0s 8 14 standard standard ADJ 5999n298v0s 8 15 f f PROPN 5999n298v0s 8 16 - - PUNCT 5999n298v0s 8 17 normalization normalization NOUN 5999n298v0s 8 18 technique?s technique?s NUM 5999n298v0s 8 19 equal equal ADJ 5999n298v0s 8 20 error error NOUN 5999n298v0s 8 21 rate rate NOUN 5999n298v0s 8 22 . . PUNCT