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From the last evaluation it seems that the quantity BERT_CRF model scores the best, however sometimes I have the impression than basic stuff are not learned, for example having numbers truncated by different labels, resulting in a mess (e.g. numbers starting with a .):
Input text:
From both scientific and application points of view it is important to understand how the magnetic properties of (Nd1-xCex)2Fe14-yCoyB change from bulk to nanostructured compounds. In this letter, we report on an experimental study on the magnetic properties of selected bulk polycrystalline, and rapidly solidified nanostructured (Nd1−xCex)2Fe14-yCoyB compounds at temperatures up to 500 K. We show that by substituting up to 50% Ce for Nd can result in enhanced PM properties at high temperatures. The values of Hci, (BH)max at 300 K, and TC for (Nd0.8Ce0.2)2Fe12Co2B and (Nd0.5Ce0.5)2Fe13CoB alloys were found to be 7.7 kOe, 16 MGOe, 695 K, and 8 kOe, 14.6 MGOe, 590 K, respectively. More interesting, the substitution of both Ce for Nd, and Co for Fe results in the synergistic effect between Co and Ce 3.44+ in the rapidly solidified ribbons that leads to better Hci and (BH)max values than those of commercial Dy containing Nd-Fe-B ribbons at T ≥ 450 K.
Here the output from the model at lower level:
From from F Fr Fro From m om rom From INITCAP NODIGIT 0 NOPUNCT Xxxx Xx 0 0 <other>
both both b bo bot both h th oth both NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
scientific scientific s sc sci scie c ic fic ific NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
application application a ap app appl n on ion tion NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
points points p po poi poin s ts nts ints NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
of of o of of of f of of of NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
view view v vi vie view w ew iew view NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
it it i it it it t it it it NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
is is i is is is s is is is NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
important important i im imp impo t nt ant tant NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
to to t to to to o to to to NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
understand understand u un und unde d nd and tand NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
how how h ho how how w ow how how NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
the the t th the the e he the the NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
magnetic magnetic m ma mag magn c ic tic etic NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
properties properties p pr pro prop s es ies ties NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
of of o of of of f of of of NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
( ( ( ( ( ( ( ( ( ( ALLCAPS NODIGIT 1 OPENBRACKET ( ( 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
1 1 1 1 1 1 1 1 1 1 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
- - - - - - - - - - ALLCAPS NODIGIT 1 HYPHEN - - 0 0 <other>
xCex xcex x xC xCe xCex x ex Cex xCex NOCAPS NODIGIT 0 NOPUNCT xXxxx xXx 0 0 <other>
) ) ) ) ) ) ) ) ) ) ALLCAPS NODIGIT 1 ENDBRACKET ) ) 0 0 <other>
2 2 2 2 2 2 2 2 2 2 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
Fe fe F Fe Fe Fe e Fe Fe Fe INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
14 14 1 14 14 14 4 14 14 14 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 <other>
- - - - - - - - - - ALLCAPS NODIGIT 1 HYPHEN - - 0 0 <other>
yCoyB ycoyb y yC yCo yCoy B yB oyB CoyB NOCAPS NODIGIT 0 NOPUNCT xXxxX xXxX 0 0 <other>
change change c ch cha chan e ge nge ange NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
from from f fr fro from m om rom from NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
bulk bulk b bu bul bulk k lk ulk bulk NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
to to t to to to o to to to NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
nanostructured nanostructured n na nan nano d ed red ured NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
compounds compounds c co com comp s ds nds unds NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <other>
In in I In In In n In In In INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
this this t th thi this s is his this NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
letter letter l le let lett r er ter tter NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
we we w we we we e we we we NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
report report r re rep repo t rt ort port NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
on on o on on on n on on on NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
an an a an an an n an an an NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
experimental experimental e ex exp expe l al tal ntal NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
study study s st stu stud y dy udy tudy NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
on on o on on on n on on on NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
the the t th the the e he the the NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
magnetic magnetic m ma mag magn c ic tic etic NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
properties properties p pr pro prop s es ies ties NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
of of o of of of f of of of NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
selected selected s se sel sele d ed ted cted NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
bulk bulk b bu bul bulk k lk ulk bulk NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
polycrystalline polycrystalline p po pol poly e ne ine line NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
rapidly rapidly r ra rap rapi y ly dly idly NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
solidified solidified s so sol soli d ed ied fied NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
nanostructured nanostructured n na nan nano d ed red ured NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
( ( ( ( ( ( ( ( ( ( ALLCAPS NODIGIT 1 OPENBRACKET ( ( 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
1 1 1 1 1 1 1 1 1 1 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
- - - - - - - - - - ALLCAPS NODIGIT 1 HYPHEN - - 0 0 <other>
xCex xcex x xC xCe xCex x ex Cex xCex NOCAPS NODIGIT 0 NOPUNCT xXxxx xXx 0 0 <other>
) ) ) ) ) ) ) ) ) ) ALLCAPS NODIGIT 1 ENDBRACKET ) ) 0 0 <other>
2 2 2 2 2 2 2 2 2 2 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
Fe fe F Fe Fe Fe e Fe Fe Fe INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
14 14 1 14 14 14 4 14 14 14 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 <other>
- - - - - - - - - - ALLCAPS NODIGIT 1 HYPHEN - - 0 0 <other>
yCoyB ycoyb y yC yCo yCoy B yB oyB CoyB NOCAPS NODIGIT 0 NOPUNCT xXxxX xXxX 0 0 <other>
compounds compounds c co com comp s ds nds unds NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
at at a at at at t at at at NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
temperatures temperatures t te tem temp s es res ures NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
up up u up up up p up up up NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
to to t to to to o to to to NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
500 500 5 50 500 500 0 00 500 500 NOCAPS ALLDIGIT 0 NOPUNCT ddd d 0 0 I-<valueAtomic>
K k K K K K K K K K ALLCAPS NODIGIT 1 NOPUNCT X X 1 0 I-<unitLeft>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <other>
We we W We We We e We We We INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
show show s sh sho show w ow how show NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
that that t th tha that t at hat that NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
by by b by by by y by by by NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
substituting substituting s su sub subs g ng ing ting NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
up up u up up up p up up up NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
to to t to to to o to to to NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
50 50 5 50 50 50 0 50 50 50 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 I-<valueMost>
% % % % % % % % % % ALLCAPS NODIGIT 1 NOPUNCT % % 0 0 I-<unitLeft>
Ce ce C Ce Ce Ce e Ce Ce Ce INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
for for f fo for for r or for for NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
can can c ca can can n an can can NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
result result r re res resu t lt ult sult NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
in in i in in in n in in in NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
enhanced enhanced e en enh enha d ed ced nced NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
PM pm P PM PM PM M PM PM PM ALLCAPS NODIGIT 0 NOPUNCT XX X 0 0 <other>
properties properties p pr pro prop s es ies ties NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
at at a at at at t at at at NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
high high h hi hig high h gh igh high NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
temperatures temperatures t te tem temp s es res ures NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <other>
The the T Th The The e he The The INITCAP NODIGIT 0 NOPUNCT Xxx Xx 0 0 <other>
values values v va val valu s es ues lues NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
of of o of of of f of of of NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
Hci hci H Hc Hci Hci i ci Hci Hci INITCAP NODIGIT 0 NOPUNCT Xxx Xx 0 0 <other>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
( ( ( ( ( ( ( ( ( ( ALLCAPS NODIGIT 1 OPENBRACKET ( ( 0 0 <other>
BH bh B BH BH BH H BH BH BH ALLCAPS NODIGIT 0 NOPUNCT XX X 0 0 <other>
) ) ) ) ) ) ) ) ) ) ALLCAPS NODIGIT 1 ENDBRACKET ) ) 0 0 <other>
max max m ma max max x ax max max NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
at at a at at at t at at at NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
300 300 3 30 300 300 0 00 300 300 NOCAPS ALLDIGIT 0 NOPUNCT ddd d 0 0 I-<valueAtomic>
K k K K K K K K K K ALLCAPS NODIGIT 1 NOPUNCT X X 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
TC tc T TC TC TC C TC TC TC ALLCAPS NODIGIT 0 NOPUNCT XX X 1 0 <other>
for for f fo for for r or for for NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
( ( ( ( ( ( ( ( ( ( ALLCAPS NODIGIT 1 OPENBRACKET ( ( 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
0 0 0 0 0 0 0 0 0 0 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 I-<valueAtomic>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueList>
8 8 8 8 8 8 8 8 8 8 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <valueList>
Ce ce C Ce Ce Ce e Ce Ce Ce INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
0 0 0 0 0 0 0 0 0 0 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 I-<valueList>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueList>
2 2 2 2 2 2 2 2 2 2 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <valueList>
) ) ) ) ) ) ) ) ) ) ALLCAPS NODIGIT 1 ENDBRACKET ) ) 0 0 <other>
2 2 2 2 2 2 2 2 2 2 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
Fe fe F Fe Fe Fe e Fe Fe Fe INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
12 12 1 12 12 12 2 12 12 12 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 <other>
Co co C Co Co Co o Co Co Co INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
2 2 2 2 2 2 2 2 2 2 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
B b B B B B B B B B ALLCAPS NODIGIT 1 NOPUNCT X X 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
( ( ( ( ( ( ( ( ( ( ALLCAPS NODIGIT 1 OPENBRACKET ( ( 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
0 0 0 0 0 0 0 0 0 0 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 I-<valueAtomic>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueList>
5 5 5 5 5 5 5 5 5 5 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <valueList>
Ce ce C Ce Ce Ce e Ce Ce Ce INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
0 0 0 0 0 0 0 0 0 0 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 I-<valueList>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueList>
5 5 5 5 5 5 5 5 5 5 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <valueList>
) ) ) ) ) ) ) ) ) ) ALLCAPS NODIGIT 1 ENDBRACKET ) ) 0 0 <other>
2 2 2 2 2 2 2 2 2 2 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
Fe fe F Fe Fe Fe e Fe Fe Fe INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
13 13 1 13 13 13 3 13 13 13 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 <other>
CoB cob C Co CoB CoB B oB CoB CoB INITCAP NODIGIT 0 NOPUNCT XxX XxX 0 0 <other>
alloys alloys a al all allo s ys oys loys NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
were were w we wer were e re ere were NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
found found f fo fou foun d nd und ound NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
to to t to to to o to to to NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
be be b be be be e be be be NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
7 7 7 7 7 7 7 7 7 7 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 I-<valueAtomic>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueList>
7 7 7 7 7 7 7 7 7 7 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <valueList>
kOe koe k kO kOe kOe e Oe kOe kOe NOCAPS NODIGIT 0 NOPUNCT xXx xXx 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
16 16 1 16 16 16 6 16 16 16 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 I-<valueAtomic>
MGOe mgoe M MG MGO MGOe e Oe GOe MGOe INITCAP NODIGIT 0 NOPUNCT XXXx Xx 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
695 695 6 69 695 695 5 95 695 695 NOCAPS ALLDIGIT 0 NOPUNCT ddd d 0 0 I-<valueAtomic>
K k K K K K K K K K ALLCAPS NODIGIT 1 NOPUNCT X X 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
8 8 8 8 8 8 8 8 8 8 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 I-<valueAtomic>
kOe koe k kO kOe kOe e Oe kOe kOe NOCAPS NODIGIT 0 NOPUNCT xXx xXx 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
14 14 1 14 14 14 4 14 14 14 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 I-<valueList>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueList>
6 6 6 6 6 6 6 6 6 6 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <valueAtomic>
MGOe mgoe M MG MGO MGOe e Oe GOe MGOe INITCAP NODIGIT 0 NOPUNCT XXXx Xx 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
590 590 5 59 590 590 0 90 590 590 NOCAPS ALLDIGIT 0 NOPUNCT ddd d 0 0 I-<valueAtomic>
K k K K K K K K K K ALLCAPS NODIGIT 1 NOPUNCT X X 1 0 I-<unitLeft>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
respectively respectively r re res resp y ly ely vely NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <other>
More more M Mo Mor More e re ore More INITCAP NODIGIT 0 NOPUNCT Xxxx Xx 0 0 <other>
interesting interesting i in int inte g ng ing ting NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
the the t th the the e he the the NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
substitution substitution s su sub subs n on ion tion NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
of of o of of of f of of of NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
both both b bo bot both h th oth both NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
Ce ce C Ce Ce Ce e Ce Ce Ce INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
for for f fo for for r or for for NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
, , , , , , , , , , ALLCAPS NODIGIT 1 COMMA , , 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
Co co C Co Co Co o Co Co Co INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
for for f fo for for r or for for NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
Fe fe F Fe Fe Fe e Fe Fe Fe INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
results results r re res resu s ts lts ults NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
in in i in in in n in in in NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
the the t th the the e he the the NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
synergistic synergistic s sy syn syne c ic tic stic NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
effect effect e ef eff effe t ct ect fect NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
between between b be bet betw n en een ween NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
Co co C Co Co Co o Co Co Co INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
Ce ce C Ce Ce Ce e Ce Ce Ce INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
3 3 3 3 3 3 3 3 3 3 NOCAPS ALLDIGIT 1 NOPUNCT d d 0 0 <other>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <valueAtomic>
44 44 4 44 44 44 4 44 44 44 NOCAPS ALLDIGIT 0 NOPUNCT dd d 0 0 <valueAtomic>
+ + + + + + + + + + ALLCAPS NODIGIT 1 NOPUNCT + + 0 0 <other>
in in i in in in n in in in NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
the the t th the the e he the the NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
rapidly rapidly r ra rap rapi y ly dly idly NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
solidified solidified s so sol soli d ed ied fied NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
ribbons ribbons r ri rib ribb s ns ons bons NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
that that t th tha that t at hat that NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
leads leads l le lea lead s ds ads eads NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
to to t to to to o to to to NOCAPS NODIGIT 0 NOPUNCT xx x 0 0 <other>
better better b be bet bett r er ter tter NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
Hci hci H Hc Hci Hci i ci Hci Hci INITCAP NODIGIT 0 NOPUNCT Xxx Xx 0 0 <other>
and and a an and and d nd and and NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
( ( ( ( ( ( ( ( ( ( ALLCAPS NODIGIT 1 OPENBRACKET ( ( 0 0 <other>
BH bh B BH BH BH H BH BH BH ALLCAPS NODIGIT 0 NOPUNCT XX X 0 0 <other>
) ) ) ) ) ) ) ) ) ) ALLCAPS NODIGIT 1 ENDBRACKET ) ) 0 0 <other>
max max m ma max max x ax max max NOCAPS NODIGIT 0 NOPUNCT xxx x 0 0 <other>
values values v va val valu s es ues lues NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
than than t th tha than n an han than NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
those those t th tho thos e se ose hose NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
of of o of of of f of of of NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
commercial commercial c co com comm l al ial cial NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
Dy dy D Dy Dy Dy y Dy Dy Dy INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
containing containing c co con cont g ng ing ning NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
Nd nd N Nd Nd Nd d Nd Nd Nd INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
- - - - - - - - - - ALLCAPS NODIGIT 1 HYPHEN - - 0 0 <other>
Fe fe F Fe Fe Fe e Fe Fe Fe INITCAP NODIGIT 0 NOPUNCT Xx Xx 0 0 <other>
- - - - - - - - - - ALLCAPS NODIGIT 1 HYPHEN - - 0 0 <other>
B b B B B B B B B B ALLCAPS NODIGIT 1 NOPUNCT X X 0 0 <other>
ribbons ribbons r ri rib ribb s ns ons bons NOCAPS NODIGIT 0 NOPUNCT xxxx x 0 0 <other>
at at a at at at t at at at NOCAPS NODIGIT 0 NOPUNCT xx x 1 0 <other>
T t T T T T T T T T ALLCAPS NODIGIT 1 NOPUNCT X X 1 0 <other>
≥ ≥ ≥ ≥ ≥ ≥ ≥ ≥ ≥ ≥ ALLCAPS NODIGIT 1 NOPUNCT ≥ ≥ 0 0 <other>
450 450 4 45 450 450 0 50 450 450 NOCAPS ALLDIGIT 0 NOPUNCT ddd d 0 0 I-<valueLeast>
K k K K K K K K K K ALLCAPS NODIGIT 1 NOPUNCT X X 1 0 I-<unitLeft>
. . . . . . . . . . ALLCAPS NODIGIT 1 DOT . . 0 0 <other>
The text was updated successfully, but these errors were encountered:
From the last evaluation it seems that the quantity BERT_CRF model scores the best, however sometimes I have the impression than basic stuff are not learned, for example having numbers truncated by different labels, resulting in a mess (e.g. numbers starting with a
.
):Input text:
Here the output from the model at lower level:
The text was updated successfully, but these errors were encountered: