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Quantity BERT model seems the best in theory, but in practice... #153

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lfoppiano opened this issue Apr 7, 2023 · 1 comment · Fixed by #156
Closed

Quantity BERT model seems the best in theory, but in practice... #153

lfoppiano opened this issue Apr 7, 2023 · 1 comment · Fixed by #156
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lfoppiano commented Apr 7, 2023

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.

image

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>

@lfoppiano
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I added a patch in the PR #156 (also the opportunity to try kotlin) that fixes this issue.

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