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INTEGRATING	THE	LEXICON-GRAMMAR	OF	
PREDICATE	NOUNS	WITH	SUPPORT	VERB	
FAZER	INTO	PORT4NOOJ	
Cristina	Mota1	
Lucília	Chacoto2	
Anabela	Barreiro1	
NOOJ International Conference - Kenitra, Morocco, May 18th-20th 2017
1	INESC-ID,	Lisbon	
2	Universidade	do	Algarve	&	CLUL
Port4NooJ	3.0	
2	
OpenLogos
SentiLex
Stencil
NER
LG of
Human
Intransitive
Adjectives
LG of
Support
Verb Fazer
eSPERTo
Smart Paraphrasing System
Support Verb
Constructions
Port4NooJ Bilingual
PT-EN
Semantic
Relations
Semantico-Syntactic
(SAL) properties
Morpho-
syntactic
Relations
+
Derivational
Relations
eSPERTo	Interface	
3	
https://esperto.l2f.inesc-id.pt/esperto/esperto/demo.pl
the Portuguese woman made a bet with
the writer of Morocco
the writer of Morocco and the
Portuguese woman made a bet
betted
[the writer [of Morocco] [made a bet] with the [Portuguese] woman]
interactive application - helps
Portuguese language learners in
producing and revising their texts
Predicate	nouns	with	Vsup	fazer	(Chacoto,	2005)	
4	
•  eSPERTo	was	enhanced	with	new	paraphrases,	derived	from	17	Lexicon-Grammar	(LG)	
tables	describing	the	distributional	properties	of	3,000	predicate	nouns	with	support	
verb	fazer,	of	which	800	are	compound	words:	
–  The	systematic	survey	was	carried	out	by	assessing	seven	dictionaries	and	a	corpus	of	Zive	
million	words	(Part	20	of	the	online	180	million	word	corpus	CETEMPúblico.11)	
–  The	predicate	nouns	in	the	lexicon	are,	in	general,	everyday	vocabulary	(simple	and	
compound	nouns),	with	the	exception	of	a	group	of	predicate	nouns	of	the	sports	and	
medical	domains	described.		
è	For	now,	the	3	tables	that	formalize	medical	technical	terms	were	left	out	for	a	second	stage.
N0 fazer Det (Npred + C) W
C =: ≠ V-n, Adj-n N0 =: Nhum
Det =: E
W =: (E + a Nhum)
Npred =: V-n, Adj-n
W =: EW =: ≠ E
W =: Prep N
W =: Prep Que-F
Prep =: a
Prep =: de
Prep =: ≠ a, de
W =: E
W =: Prep Que-F
W =: de N Prep N
W =: ≠ E
W =: Prep N
Prep =: a
Prep =: de
Prep =: ≠ a, de
Prep =: a
Prep =: de
Predicate	nouns	with	Vsup	fazer	ClassiZication	Criteria
N0 fazer Det (Npred + C) W
C =: ≠ V-n, Adj-n FND
FNSA
Npred =: V-n, Adj-n
FCW =: ≠ E
W =: Prep N
FCQ
FCAN
FCDN
Prep =: ≠ a, de
FN
FNQ
W =: de N Prep N
W =: ≠ E
W =: Prep N
FNAN
FNDN
Prep =: ≠ a, de
FNDNAN
FNDNPN
FCPN
FCSI
FNPN
FNSI
Predicate	nouns	with	Vsup	fazer	ClassiZication	Criteria
Transformations	based	on	noun	predicates	
with	Vsup	fazer	
7	
Symmetrical Nouns
Conversion
–  Major	challenges	
²  63%	of	the	predicate	nouns	already	existed	in	Port4NooJ	
è Consolidation	of	linguistic	information	in	dictionaries	and	
grammars	
²  Verbal	and	adjectival	derivation	is	only	marked	with	+	in	
the	table		
è Cross	information	with	an	additional	Zile	
²  Includes	800	multiword	predicate	nouns	
è transcrição	integral	ó	transcrever	integralmente	
²  LG	complies	with	Portuguese	Ortographic	Agreement,	but	
not	Port4NooJ	
è For	now,	create	a	non-compliant	dictionary	of	predicate	
nouns	
Integration	of	LG	of	PT	Vsup	fazer	
8
–  From	LG	tables	to	NooJ	dictionaries	
•  Mostly	done	automatically	with	various	scripts		
≠	scripts	used	to	integrate	the	tables	of	Human	Intransitive	Adjectives	
Integration	of	LG	of	PT	Vsup	fazer	
9	
Port4NooJ
•  Current version (CV)
•  Version before
removing Npred that
derive from verbs (OV)
LG tables
npred_vsupfazer
ü  Check if noun or AO compliant noun exits in Port4NooJ:
ü  If noun not in CV nor in OV
§  Create new entry
ü  If noun in CV and (not in OV or CV=OV entry)
§  Merge1 the LG properties with current entry
ü  If noun in OV only or (CV≠OV entry) then
§  Merge2 the LG properties with old entry
§  Remove nominalization from CV
ü  Create FLX and DRV codes and corresponding rules as
needed
ü  Check for missing FLX and DRV codes
FN
N0=:Nhum
N0=:N-hum
N0=:Npluralobrig
Vsup
Det=:E
Det=:UM-Modif
Det=:O
Npred
Vsup=:estarPrep
Vsup=:ter
Vsup=:dar
Vasp=:iniciar
Vasp=:prosseguir
Vasp=:concluir
Vestil=:cometer
V Adj
deV0infW
dequeF
GN=:NdeN0
Exemplo
+	 -	 -	 fazer	 +	 -	 -	 espionagem	 -	 -	 -	 +	 +	 +	 -	 +	 +	 -	 -	 -	 O homem fazia espionagem	
-	 +	 -	 fazer	 +	 +	 +	 espuma	 -	 +	 -	 -	 -	 -	 -	 +	 +	 -	 -	 +	 O detergente fazia espuma	
+	 -	 -	 fazer	 +	 +	 +	 estardalhaço	 -	 -	 +	 -	 -	 -	 -	 +	 -	 -	 -	 +	 O Zé fez um estardalhaço enorme	
–  From	LG	tables	to	NooJ	dictionaries	
•  Representation	of	LG	table	properties	
	
Integration	of	LG	of	PT	Vsup	fazer	
10	
+Npred
+Vsup=fazer
+Table=FN
+N0Nnhum +Vsupter
+DRV=N2V2:FALAR
FN
N0=:Nhum
N0=:N-hum
N0=:Npluralobrig
Vsup
Det=:E
Det=:UM-Modif
Det=:O
Npred
Vsup=:estarPrep
Vsup=:ter
Vsup=:dar
Vasp=:iniciar
Vasp=:prosseguir
Vasp=:concluir
Vestil=:cometer
V Adj
deV0infW
dequeF
GN=:NdeN0
Exemplo
+	 -	 -	 fazer	 +	 -	 -	 espionagem	 -	 -	 -	 +	 +	 +	 -	 +	 +	 -	 -	 -	 O homem fazia espionagem	
-	 +	 -	 fazer	 +	 +	 +	 espuma	 -	 +	 -	 -	 -	 -	 -	 +	 +	 -	 -	 +	 O detergente fazia espuma	
+	 -	 -	 fazer	 +	 +	 +	 estardalhaço	 -	 -	 +	 -	 -	 -	 -	 +	 -	 -	 -	 +	 O Zé fez um estardalhaço enorme	
–  From	LG	tables	to	NooJ	dictionaries	
•  Representation	of	LG	table	properties	
Integration	of	LG	of	PT	Vsup	fazer	
11	
Espionagem – espiar; ser espião, ia – FN
Espuma – espumar; ser espumoso, a – FN
Estardalhaço – estardalhaçar – FN
•  DRV code is determined and formalized automatically by finding the radical
between the noun and the verb or adjective that are listed in a separate file
espuma(r) => N2V2 = r/V
espum(oso) => A2V614= <B1>oso/A
•  FLX code of derived word is determined by consulting Port4NooJ
espumar,V+FLX=FALAR+Aux=1+INOPfor46+Subset=363+EN=foam…
espumoso,A+FLX=ALTO+NAV+Apred+EN=bubbly…
If the derived form does not exist, then its code is assigned automatically
+DRV=N2A14:ALTO
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
①  Noun	not	in	Port4NooJ	(old	or	current):		
ü  Create	new	entry:	
ü  FLX	code	is	assigned	automatically	given	the	ending	of	the	word	
ü  Entries	are	checked	for	missing	FLX	codes	and	reviewed	by	a	linguist	
ü  All	other	properties	come	from	LG	table	
ü  Add	entry	to	new	standalone	dictionary	npred_vsupfazer.dic	
batota,N+FLX=CASA+Npred+Vsup=fazer+Table=FN+N0Nhum+DetE+DetUMModif
+Npred+DRV=N2V2:FALAR+DRV=N2A6:ALTO+GNNdeN0
rodagem,N+FLX=ANO+Npred+Vsup=fazer+Table=FNAN+N0Nhum+DetO+Npred+Prepa
+N1Nnhum+VsupestarPrep+Vaspiniciar+Vaspprosseguir+Vaspconcluir
+DRV=N2V27:FALAR
rodagem,N+FLX=ANO+Npred+Vsup=fazer+Table=FNDNhl+N0Nhum+DetUMModif
+DetO+Npred+Prepde+ConstConversa+DRV=N2V27:FALAR
rodagem,N+FLX=ANO+Npred+Vsup=fazer+Table=FNDNhl+N0Nhum+DetUMModif
+DetO+Npred+Prepde+Vaspiniciar+Vaspprosseguir+Vaspconcluir
+DRV=N2V27:FALAR
12	
Integration	of	LG	of	PT	Vsup	fazer
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
②  Noun	exists	both	in	current	and	old	Port4NooJ	
A.  If	entries	are	the	same	do	Merge	1:		
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
	
	
13	
Integration	of	LG	of	PT	Vsup	fazer	
curva,N+FLX=ANO+Set=56+Subset=280+EN=curve
curva,N+FLX=ANO+Set=56+Subset=280+EN=curving
curva,N+FLX=ANO+PresPart+Set=56+Subset=280+EN=curving
+Npred
+Vsup=fazer
+Table=FN
+N0Nhum
+N0Nnhum
+DetUMModif
+DetO
+Npred
+Vsupdar
+Vaspiniciar
+Vaspprosseguir
+Vaspconcluir
+DRV=N2V2:FALAR
14	
Integration	of	LG	of	PT	Vsup	fazer	
curva,N+FLX=ANO+Set=56+Subset=280+EN=curve+Npred+Vsup=fazer+Table=FN
+N0Nhum+N0Nnhum+DetUMModif+DetO+Npred+Vsupdar+Vaspiniciar
+Vaspprosseguir+Vaspconcluir+DRV=N2V2:FALAR
curva,N+FLX=ANO+Set=56+Subset=280+EN=curving+Npred+Vsup=fazer+Table=FN
+N0Nhum+N0Nnhum+DetUMModif+DetO+Npred+Vsupdar+Vaspiniciar
+Vaspprosseguir+Vaspconcluir+DRV=N2V2:FALAR
curva,N+FLX=ANO+PresPart+Set=56+Subset=280+EN=curving+Npred+Vsup=fazer
+Table=FN+N0Nhum+N0Nnhum+DetUMModif+DetO+Npred+Vsupdar+Vaspiniciar
+Vaspprosseguir+Vaspconcluir+DRV=N2V2:FALAR
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
②  Noun	exists	both	in	current	and	old	Port4NooJ	
A.  If	entries	are	the	same	do	Merge	1:		
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
②  Noun	exists	both	in	current	and	old	Port4NooJ	
B.  If	entries	are	not	the	same	do	Merge	2	with	old	entries	as	shown	in	case	3:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
	
	
	
15	
Integration	of	LG	of	PT	Vsup	fazer	
Entries	in	CV:	
cruzamento,N+FLX=ANO+AB+mot+EN=crossover
cruzamento,N+FLX=ANO+CO+recp+EN=frog
cruzamento,N+FLX=ANO+PL+nagcom+EN=crossings
Entries	in	OV:	
cruzamento,N+FLX=ANO+PresPart+Npred+Nom+Set=68+Subset=551+EN=intersecting
+VRB=cruzar
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
②  Noun	exists	both	in	current	and	old	Port4NooJ	
B.  If	entries	are	not	the	same	do	Merge	2	with	old	entries	as	shown	in	case	3:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
	
	
16	
Integration	of	LG	of	PT	Vsup	fazer	
Entries	in	CV:	
cruzamento,N+FLX=ANO+AB+mot+EN=crossover
cruzamento,N+FLX=ANO+CO+recp+EN=frog
cruzamento,N+FLX=ANO+PL+nagcom+EN=crossings
Entries	in	OV:	
cruzamento,N+FLX=ANO+PresPart+Npred+Nom+Set=68+Subset=551+EN=intersecting
+VRB=cruzar
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
②  Noun	exists	both	in	current	and	old	Port4NooJ	
B.  If	entries	are	not	the	same	do	Merge	2	with	old	entries	as	shown	in	case	3:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
	
	
	
17	
Integration	of	LG	of	PT	Vsup	fazer	
Entries	in	CV:	
cruzamento,N+FLX=ANO+AB+mot+EN=crossover
cruzamento,N+FLX=ANO+CO+recp+EN=frog
cruzamento,N+FLX=ANO+PL+nagcom+EN=crossings
Entries	in	OV:	
cruzamento,N+FLX=ANO+PresPart+Set=68+Subset=551+EN=intersecting
+Npred
+Vsup=fazer
+Table=FNPN
+N0Nhum
+DetE
+DetUMModif
+DetO
+Preppara
+N1Nhum
+DRV=N2V16:FALAR
+GNNdeN0PrepN1
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
②  Noun	exists	both	in	current	and	old	Port4NooJ	
B.  If	entries	are	not	the	same	do	Merge	2	with	old	entries	as	shown	in	case	3:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
	
	
18	
Integration	of	LG	of	PT	Vsup	fazer	
Entries	in	CV:	
cruzamento,N+FLX=ANO+AB+mot+EN=crossover
cruzamento,N+FLX=ANO+CO+recp+EN=frog
cruzamento,N+FLX=ANO+PL+nagcom+EN=crossings
Entries	in	OV:	
cruzamento,N+FLX=ANO+PresPart+Set=68+Subset=551+EN=intersecting+Npred
+Vsup=fazer+Table=FNPN+N0Nhum+DetE+DetUMModif+DetO+Npred+Preppara
+N1Nhum+DRV=N2V16:FALAR+GNNdeN0PrepN1
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
③  Noun	exists	only	in	old	Port4NooJ	
ü  Do	Merge	2	with	old	entries	as	shown	in	Case	2-B:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
	
	
19	
Integration	of	LG	of	PT	Vsup	fazer	
protesto,N+FLX=ANO+AB+strvb+Npred+Nom+EN=outcry+VRB=protestar
protesto,N+FLX=ANO+PNT+Npred+Nom+Set=32+Subset=248+EN=protest
+VRB=protestar
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
③  Noun	exists	only	in	old	Port4NooJ	
ü  Do	Merge	2	with	old	entries	as	shown	in	Case	2-B:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
20	
Integration	of	LG	of	PT	Vsup	fazer	
protesto,N+FLX=ANO+AB+strvb+Npred+Nom+EN=outcry+VRB=protestar
protesto,N+FLX=ANO+PNT+Npred+Nom+Set=32+Subset=248+EN=protest
+VRB=protestar
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
③  Noun	exists	only	in	old	Port4NooJ	
ü  Do	Merge	2	with	old	entries	as	shown	in	Case	2-B:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
	
21	
Integration	of	LG	of	PT	Vsup	fazer	
protesto,N+FLX=ANO+AB+strvb+EN=outcry
protesto,N+FLX=ANO+PNT+Set=32+Subset=248+EN=protest
+Npred
+Vsup=fazer
+Table=FNPN
+N0Nhum
+DetUMModif
+DetO
+Npred
+Prepcontra
+N1Nhum
+N1abstr
+Vaspiniciar
+Vaspprosseguir
+Vaspconcluir
+DRV=N2V8:FALAR
+GNNdeN0PrepN1
–  From	LG	tables	to	NooJ	dictionaries	
•  Integration	with	eSPERTo	dictionary	entries	
	
③  Noun	exists	only	in	old	Port4NooJ	
ü  Do	Merge	2	with	old	entries	as	shown	in	Case	2-B:	
ü  Remove	previous	Npred	related	properties			
ü  Blindly	add	additional	properties	as	speciZied	by	the	LG	tables	to	current	entries	
ü  Add	merged	entries	to	npred_vsupfazer.dic	
ü  Remove	nominalization	from	CV	
22	
Integration	of	LG	of	PT	Vsup	fazer	
protesto,N+FLX=ANO+AB+strvb+EN=outcry+Npred+Vsup=fazer+Table=FNPN
+N0Nhum+DetUMModif+DetO+Npred+Prepcontra+N1Nhum+N1abstr
+Vaspiniciar+Vaspprosseguir+Vaspconcluir+DRV=N2V8:FALAR
+GNNdeN0PrepN1
protesto,N+FLX=ANO+PNT+Set=32+Subset=248+EN=protest+Npred
+Vsup=fazer+Table=FNPN+N0Nhum+DetUMModif+DetO+Npred+Prepcontra
+N1Nhum+N1abstr+Vaspiniciar+Vaspprosseguir+Vaspconcluir
+DRV=N2V8:FALAR+GNNdeN0PrepN1
–  From	LG	to	NooJ	grammars	
•  New	grammars	to	paraphrase	constructions	based	on	speciZic	LG	properties,	such	as	
paraphrase	of	symmetric	predicates	
23	
Integration	of	LG	of	PT	Vsup	fazer
–  From	LG	to	NooJ	grammars	
•  New	grammars	to	paraphrase	constructions	based	on	speciZic	LG	properties,	such	as	
paraphrase	of	symmetric	predicates	
24	
Integration	of	LG	of	PT	Vsup	fazer	
o homem apostou com a mulher <REESCREVE+TEXTO=a mulher apostou com o homem>
<REESCREVE+TEXTO=o homem e a mulher apostaram>
o homem apostou com a mulher
</REESCREVE>
</REESCREVE>
–  From	LG	to	NooJ	grammars	
•  New	grammars	to	paraphrase	constructions	based	on	speciZic	LG	properties,	such	as	
paraphrase	of	symmetric	predicates	
25	
Integration	of	LG	of	PT	Vsup	fazer	
o homem fez uma aposta com a mulher
<REESCREVE+TEXTO=a mulher fez uma aposta com o homem>
<REESCREVE+TEXTO=o homem e a mulher fizeram uma aposta>
o homem apostou com a mulher
</REESCREVE>
</REESCREVE>
–  From	LG	to	NooJ	grammars	
•  Updating	the	Port4NooJ	grammars	that	already	describe	constructions	involving	support	
verbs	with	properties	from	these	tables,	and	extending	those	grammars	to	take	into	account	
greater	paraphrastic	knowledge	
•  Extending	grammars	that	paraphrase	active	and	passive	sentences	so	that	they	will	also	
paraphrase	equivalent	active	and	passive	noun	groups	
	
26	
Integration	of	LG	of	PT	Vsup	fazer
Preliminary	Results	
27	
•  5,236	predicate	nouns	with	Vsup	fazer	(1,610	different	noun	lemmas)	
•  332	new	derivational	paradigms	
•  Example	grammars	for	the	syntactic	parser	
•  Most	nouns	already	existed	in	Port4NooJ	(63%)			
è 5%	increase	in	Port4NooJ	nominal	entries	and	17.5%	increase	in	predicate	
nouns	 Table Example In	Port4NooJ New %	In
FNDN-hl O	barco	fez	a	abordagem	do	cais 367 169 68%
FNDNa O	advogado	fez	a	alegação	de	insanidade	mental 208 95 69%
FN A	instituição	fez	uma	angariação	de	fundos 112 127 47%
FNAN O	Zé	fez	um	aceno	ao	Tó 121 82 60%
FNPN O	Zé	fez	um	acrescento	na	prova	tipográfica 127 46 73%
FNDNh A	Ana	faz	o	acolhimento	dos	convidados 98 42 70%
FNDNAN O	Zé	fez	uma	adaptação	do	romance	ao	cinema 60 16 79%
FND O	Zé	faz	ciclismo 17 56 23%
FNDNPN O	Tó	fez	o	câmbio	das	pesetas	em	liras 52 13 80%
FCSI O	Zé	fez	um	acordo	com	a	Ana 19 40 32%
FNSI O	Zé	fez	uma	aliança	com	o	Tó 28 14 67%
FNDNPNSI O	padre	fez	o	casamento	da	Ana	com	o	Zé 21 4 84%
FCQ O	Tó	fez	a	fineza	de	convidar	a	Ana 5 5 50%
FNQ A	Maria	faz	tenção	de	ter	filhos 4 1 80%
Total 1239 710 63%
•  Complete	the	integration	of	the	LG	of	predicate	nouns	with	Vsup	fazer	
–  By	creating	all	grammars	to	process	the	constructions	formalized	in	LG		
•  Revise	and	evaluate	the	new	resources	
•  Integrate	and	adapt	additional	LG	grammars:		
–  Constructions	with	Vsup	ser	de	(Baptista,	2005)	
Next	Steps	
28
29	
Thank	you!		
	!‫شكرا‬
cmota@ist.utl.pt|lchacoto@ualg.pt|anabela.barreiro@inesc-id.pt

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