Added: opennlp/sandbox/nlp-utils/src/main/resources/opennlp/cfg/wn/verb.txt
URL: 
http://svn.apache.org/viewvc/opennlp/sandbox/nlp-utils/src/main/resources/opennlp/cfg/wn/verb.txt?rev=1702594&view=auto
==============================================================================
--- opennlp/sandbox/nlp-utils/src/main/resources/opennlp/cfg/wn/verb.txt (added)
+++ opennlp/sandbox/nlp-utils/src/main/resources/opennlp/cfg/wn/verb.txt Sat 
Sep 12 07:21:11 2015
@@ -0,0 +1,7440 @@
+breathe
+respire
+choke
+hyperventilate
+aspirate
+burp
+force out
+hiccup
+sigh
+exhale
+hold
+sneeze
+inhale
+pant
+cough
+hack
+expectorate
+snort
+wheeze
+puff
+blow
+insufflate
+yawn
+sniff
+blink
+palpebrate
+bat
+wink
+squint
+wince
+shed
+desquamate
+twitch
+fibrillate
+move involuntarily
+act involuntarily
+act
+fall over backwards
+presume
+vulgarize
+optimize
+quack
+menace
+make
+swagger
+freeze
+wanton
+romanticize
+sentimentalise
+bungle
+play
+stooge
+shake
+shiver
+rest
+be active
+sleep
+bundle
+snooze
+nap
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+sleep late
+hibernate
+estivate
+drowse
+nod
+zonk out
+snore
+fall asleep
+bed down
+doss
+go to bed
+get up
+wake up
+awaken
+reawaken
+cause to sleep
+affect
+attack
+ulcerate
+wake
+stay up
+keep up
+hypnotize
+entrance
+anesthetize
+etherize
+cocainize
+chloroform
+bring to
+sedate
+stimulate
+de-energize
+cathect
+perk up
+faint
+come to
+animate
+refresh
+freshen
+wash up
+tense
+crick
+relax
+unbend
+vege out
+sit back
+limber up
+stretch
+spread-eagle
+exsert
+hyperextend
+crane
+invigorate
+smile
+dimple
+grin
+beam
+smirk
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+bellylaugh
+roar
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+break up
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+cramp
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+chuckle
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+skateboard
+Rollerblade
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+orb
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+cartwheel
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+shuttle
+lunge
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+uncurl
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+island hop
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+jackrabbit
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+misperceive
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+behold
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+look around
+see double
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+stare down
+regard
+stargaze
+sound
+dissonate
+ting
+disclose
+underdevelop
+hold up
+bench
+moon
+flaunt
+splurge
+trot out
+reveal
+hide
+occult
+stow away
+conceal
+bosom
+dissimulate
+attaint
+candle
+autopsy
+auscultate
+rubberneck
+image
+spectate
+preview
+peruse
+zoom in
+size up
+descry
+detect
+instantiate
+rediscover
+bob under
+crop up
+film over
+overshadow
+eclipse
+disguise
+camouflage
+reorientate
+disorient
+fluoresce
+scintillate
+glare
+glitter
+monitor
+ogle
+give the glad eye
+leer
+goggle
+groak
+inspect
+case
+overlook
+eye
+keep one's eyes peeled
+look after
+scout
+give the eye
+abacinate
+seel
+snow-blind
+peer
+listen
+hear out
+listen in
+attend
+tune in
+clatter
+stridulate
+drown out
+jingle
+make noise
+scream
+clang
+clank
+clangor
+ruckle
+crepitate
+ring out
+tweet
+glug
+chug
+gong
+strum
+ding
+tintinnabulate
+peal
+knell
+toll
+chime
+rustle
+tootle
+resound
+consonate
+bong
+clop
+patter
+tinkle
+clink
+bleep
+rumble
+whizz
+wiretap
+hark
+quieten
+change intensity
+muffle
+resinate
+zest
+ginger
+savor
+bitter
+honey
+sugar
+mull
+change taste
+seem
+surveil
+sight
+cough up
+endow
+benefice
+distribute
+give away
+raffle
+monopolize
+own
+come by
+rescue
+buy back
+lease
+sublet
+hire out
+glom
+enter upon
+withhold
+keep to oneself
+devote
+fund
+grubstake
+bankroll
+subsidize
+finance
+fund-raise
+farm
+refinance
+computerize
+sponsor
+cosponsor
+demise
+alien
+desacralize
+change hands
+discard
+trash
+weed out
+work off
+get rid of
+cull
+stint
+motorize
+embalm
+foreswear
+reallot
+bequeath
+devise
+pass on
+hand down
+import
+offload
+FTP
+download
+upload
+allocate
+reapportion
+ration
+yield up
+refuel
+honor
+put up
+dishonor
+obtain
+procure
+get in
+copyright
+eke out
+gazump
+blackmail
+remainder
+resell
+syndicate
+deaccession
+sell off
+foist off
+auction
+deal
+transact
+black marketeer
+misdeal
+retail
+wholesale
+de-access
+log in
+log out
+recoup
+compensate
+overpay
+underpay
+prepay
+go Dutch
+insure
+indemnify
+coinsure
+tithe
+pay up
+default
+owe
+liquidate
+accord
+vouchsafe
+allowance
+grant
+prize
+cash
+redeem
+ransom
+exchange
+substitute
+trade
+barter
+haggle
+dicker
+traffic
+arbitrage
+turn over
+broker
+award
+pension
+donate
+bestow
+graduate
+lavish
+balance
+overbalance
+debit
+overspend
+underspend
+misspend
+penny-pinch
+spend
+be
+tighten one's belt
+scrounge
+schnorr
+mooch
+freeload
+panhandle
+invest
+shelter
+appropriate
+reconquer
+garnishee
+take over
+hijack
+pretend
+derequisition
+distrain
+foreclose
+arrogate
+pilfer
+shoplift
+mug
+pirate
+plagiarize
+pocket
+line one's pockets
+profit
+turn a nice dime
+cash in on
+profiteer
+plastinate
+store
+mothball
+reposit
+warehouse
+garage
+ensile
+keep open
+bribe
+buy into
+rake off
+buy off
+refund
+reimburse
+stock
+locate
+unearth
+fall upon
+pinpoint
+sleep off
+acquire
+cozen
+take home
+rake in
+earn
+benefit
+gross
+pay off
+rout up
+embezzle
+hand over
+barter away
+admeasure
+double up
+communalize
+market
+by-bid
+overbid
+underbid
+outbid
+outcall
+preempt
+disburse
+belong
+face the music
+peddle
+dispense with
+forfeit
+snap up
+hog
+hoard
+levy
+reimpose
+mulct
+tariff
+surtax
+overtax
+contribute
+combine
+restore
+deposit
+cheque
+overdraw
+decommission
+tongue-tie
+bilk
+divest
+dispossess
+deplume
+orphan
+bereave
+inherit
+disinherit
+pay cash
+impoverish
+beggar
+bankrupt
+feather one's nest
+overcharge
+undercharge
+discount
+mark up
+hold the line
+mark down
+invoice
+chalk up
+rob
+restock
+overstock
+understock
+caption
+borrow
+lend
+immolate
+shop
+comparison-shop
+window-shop
+supply
+ticket
+air-cool
+air-condition
+uniform
+partner
+bewhisker
+subtitle
+hobnail
+wive
+steam-heat
+munition
+double-glaze
+crenel
+canal
+bush
+brattice
+furnish
+refurnish
+berth
+bunk
+rafter
+retool
+gas up
+provision
+horseshoe
+transistorize
+muzzle
+unmuzzle
+kit out
+appoint
+re-equip
+refit
+armor
+upholster
+accouter
+supplement
+vitaminize
+thrive
+sign away
+requite
+reward
+plunder
+loot
+scrimp
+smuggle
+pawn
+consign
+obligate
+commit
+hospitalize
+entrust
+secure
+defray
+rid
+disinfest
+disembody
+overprice
+undersell
+mortgage
+amortize
+corbel
+cornice
+copper-bottom
+curtain
+impulse-buy
+rewire
+redispose
+throw in
+leverage
+reflectorize
+subrogate
+outsource
+machicolate
+sanitate
+translocate
+co-opt
+shaft
+fee-tail
+enfeoff
+theme
+deaerate
+decaffeinate
+decarbonate
+decerebrate
+dechlorinate
+defat
+defibrinate
+degrease
+deionize
+delist
+delocalize
+deoxygenate
+destain
+desulfurize
+detick
+devein
+fettle
+flesh
+flense
+kern
+pith
+scum
+unbridle
+headquarter
+satisfice
+maneuver
+play it by ear
+let it go
+sweep under the rug
+overexert
+egotrip
+venture
+come close
+sit by
+whip through
+backslap
+make bold
+prosecute
+politick
+logroll
+act on
+interact
+marginalize
+summate
+lie dormant
+abdicate
+pension off
+bow out
+chicken out
+accede
+leave office
+take office
+take orders
+educate
+co-educate
+home-school
+get in touch
+fraternize
+hobnob
+hang out
+readmit
+enthrone
+dethrone
+delegate
+task
+regiment
+second
+depute
+tenure
+spot promote
+ennoble
+baronetize
+lord
+lionize
+knight
+demote
+sideline
+vote in
+reelect
+oust
+take time by the forelock
+overthrow
+squeeze out
+pull off
+winkle out
+invalid
+depose
+supplant
+usurp
+succeed
+flounder
+overdrive
+carpenter
+implement
+hire
+clerk
+fink
+wait
+pull one's weight
+electioneer
+assist
+beaver
+work at
+potter
+plug away
+busy
+collaborate
+financier
+coact
+connive at
+ride the bench
+daydream
+walk around
+ranch
+moonlight
+job
+slave
+cashier
+give up
+dragoon
+oppress
+call to order
+abolish
+get around to
+prorogue
+caucus
+band oneself
+ally
+misally
+disassociate
+imprint
+militate
+break with
+reorganize
+collectivize
+hold one's own
+unionize
+confederate
+ally with
+fall in
+affiliate
+rejoin
+disorganize
+manage
+come to grips
+dispose of
+take care
+coordinate
+expedite
+mismanage
+tend
+stoke
+set about
+chair
+captain
+spearhead
+take hold
+hold sway
+govern
+oversee
+preside
+license
+decertify
+racketeer
+minister
+intern
+skipper
+cox
+boondoggle
+franchise
+charter
+choose up
+lock out
+participate
+partake in
+prevent
+keep away
+blank
+impede
+interfere
+set back
+hobble
+dwarf
+embargo
+debar
+privilege
+patrol
+stand guard
+keep tabs on
+baby-sit
+rebury
+disinter
+mesh
+get along with
+canvass
+lobby
+house
+rehouse
+kennel
+stable
+rent
+tenant
+subcontract
+vote
+turn thumbs down
+bullet vote
+outvote
+ballot
+scrimshank
+malinger
+turn a trick
+co-sign
+probate
+boycott
+ostracize
+filibuster
+legislate
+liberalize
+decontrol
+gerrymander
+sectionalize
+hive off
+lot
+canton
+Balkanize
+consociate
+band together
+reunify
+matriculate
+enroll
+cross-file
+inventory
+cross-index
+blacklist
+veto
+empower
+bar mitzvah
+bat mitzvah
+commission
+defrock
+disenfranchise
+enfranchise
+affranchise
+abrogate
+formalize
+reissue
+disbar
+outlaw
+monetize
+legalize
+desegregate
+murder
+pillory
+crucify
+lynch
+pick off
+electrocute
+halter
+gibbet
+double-date
+go steady
+ask out
+reunite
+rendezvous
+stick together
+drop by
+marry
+inmarry
+mismarry
+intermarry
+remarry
+divorce
+celebrate
+jubilate
+revel
+party
+slum
+carouse
+imprison
+bind over
+cage
+keep in
+manumit
+enslave
+subjugate
+liberate
+emancipate
+amerce
+court-martial
+punish
+castigate
+get it
+catch it
+victimize
+scourge
+rehear
+expel
+send down
+repatriate
+extradite
+coerce
+turn up the heat
+bludgeon
+squeeze for
+terrorize
+compel
+bring oneself
+trouble oneself
+taboo
+declassify
+trellis
+scant
+localize
+derestrict
+pull the plug
+thermostat
+deregulate
+zone
+redline
+advantage
+disadvantage
+aggrieve
+wrong
+handle with kid gloves
+fall all over
+criminalize
+ride roughshod
+rough-house
+do well by
+gloss over
+skimp
+mistreat
+kick around
+misbehave
+fall from grace
+condescend
+hugger mugger
+behave
+assert oneself
+attitudinize
+footle
+over-correct
+expiate
+indict
+demonstrate
+breeze through
+luck out
+nail down
+overreach
+pan out
+achieve
+compass
+wangle
+botch
+muff
+fall through
+have a go
+take pains
+endeavor
+field-test
+give it a whirl
+experiment
+countercheck
+breathalyze
+democratize
+waive
+dispense
+woo
+court
+display
+take the stage
+secede
+influence
+double cross
+meddle
+dominate
+grow up
+come of age
+valet
+speak for
+comply
+toe the line
+obey
+disobey
+sit in
+sabotage
+counteract
+go for broke
+luck it
+dare
+risk
+bell the cat
+benefact
+help out
+subserve
+succor
+abet
+shepherd
+mother
+reprieve
+bootstrap
+rehabilitate
+defibrillate
+reinstate
+discipline
+prostitute
+street-walk
+brevet
+thwart
+enforce
+bring to bear
+practice
+backdate
+overachieve
+underachieve
+misdo
+go all out
+exempt
+throne
+sin
+drop the ball
+conflict
+trespass
+gang-rape
+sodomize
+shamanize
+overdo
+overleap
+molest
+impinge
+pamper
+burglarize
+heed
+short-change
+welsh
+shill
+flim-flam
+freelance
+fool
+cheat on
+two-time
+fudge
+hoax
+decoy
+ensnare
+make good
+lead off
+action
+litigate
+perpetrate
+rebel
+revolt
+mutiny
+defect
+riot
+rampage
+rumpus
+connive
+persecute
+haze
+get at
+misgovern
+reign
+cope
+fend
+scrape along
+befriend
+pal
+consort
+decolonize
+philander
+interlope
+parole
+emcee
+do the honors
+fag
+frivol
+humbug
+invigilate
+lord it over
+chance
+rain out
+make a point
+stag
+come near
+mingle
+remember oneself
+play around
+take to
+call the shots
+go off half-cocked
+exist
+preexist
+coexist
+cut across
+neighbor
+eventuate
+bunk off
+live
+dissipate
+unlive
+pig
+buccaneer
+bachelor
+indwell
+survive
+perennate
+last out
+outstay
+make sense
+outlive
+succumb
+constitute
+chelate
+hang together
+intercommunicate
+complect
+tide over
+resurge
+come forth
+flocculate
+nucleate
+well up
+originate in
+necessitate
+cost
+cry out for
+obviate
+preclude
+give off
+sport
+exhibit
+phosphoresce
+possess
+consist
+equate
+be due
+entail
+incriminate
+bide
+overstay
+remain
+kick one's heels
+stand by
+loiter
+bum
+lie about
+lurk
+dwell on
+hesitate
+hold out
+procrastinate
+postpone
+predominate
+outnumber
+preponderate
+weigh
+deserve
+have it coming
+perpetuate
+eternize
+occupy
+stay at
+reside
+overpopulate
+cohabit
+barrack
+wrangle
+sleep over
+lay over
+dwell
+inhere
+pertain
+inhabit
+shine
+chamber
+coincide
+dovetail
+overlap
+collocate with
+aberrate
+co-vary
+conform
+corroborate
+repose on
+depend on
+depend
+hang by a thread
+underlie
+amount
+resemble
+look like
+approximate
+differ
+counterweight
+come in
+fit the bill
+behoove
+fly in the face of
+conform to
+exceed
+suffice
+go a long way
+act as
+fall short of
+excel
+stink
+shine at
+ape
+echo
+follow suit
+focus on
+implicate
+embroil
+disinvolve
+concern
+matter to
+intrigue
+discontinue
+call it quits
+distance
+housekeep
+ramble on
+beard
+enfilade
+imbricate
+reach into
+mediate
+subtend
+flank
+surmount
+radiolocate
+endanger
+overhang
+embody
+characterize
+body
+befit
+contain
+suit
+truckle
+verge
+border on
+last
+outwear
+drag on
+inhere in
+fall into
+straddle
+shillyshally
+shimmer
+lend oneself
+weekend
+piddle
+vacation
+honeymoon
+while away
+sojourn
+winter
+summer
+breast
+bound
+shore
+embank
+box in
+pattern
+stick out
+protuberate
+teem
+abound
+abound in
+attach to
+company
+droop
+gape
+sulk
+take kindly to
+belong to
+incur
+look out on
+center on
+do well
+go back
+rut
+stagnate
+come in handy
+refrain
+forbear
+help oneself
+hoodoo
+impend
+come in for
+persist
+resplend
+go far
+iridesce
+opalesce
+tie in
+go into
+let go
+circumvolute
+spiral
+miscegenate
+issue forth
+ornament
+assonate
+osculate
+summarize
+cohere
+cash out
+base
+rain
+ice up
+snow
+sleet
+ignite
+set ablaze
+reignite
+kindle
+flare
+flare up
+twinkle
+luminesce
+spark
+ray
+bluster
+overcloud
+clear up
+blight
+swamp
+run dry
+fog up
\ No newline at end of file

Modified: 
opennlp/sandbox/nlp-utils/src/test/java/org/apache/opennlp/utils/cfg/ProbabilisticContextFreeGrammarTest.java
URL: 
http://svn.apache.org/viewvc/opennlp/sandbox/nlp-utils/src/test/java/org/apache/opennlp/utils/cfg/ProbabilisticContextFreeGrammarTest.java?rev=1702594&r1=1702593&r2=1702594&view=diff
==============================================================================
--- 
opennlp/sandbox/nlp-utils/src/test/java/org/apache/opennlp/utils/cfg/ProbabilisticContextFreeGrammarTest.java
 (original)
+++ 
opennlp/sandbox/nlp-utils/src/test/java/org/apache/opennlp/utils/cfg/ProbabilisticContextFreeGrammarTest.java
 Sat Sep 12 07:21:11 2015
@@ -18,18 +18,22 @@
  */
 package org.apache.opennlp.utils.cfg;
 
+import java.io.BufferedReader;
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.InputStreamReader;
 import java.util.ArrayList;
 import java.util.Arrays;
+import java.util.Collection;
 import java.util.HashMap;
 import java.util.LinkedList;
 import java.util.List;
 import java.util.Map;
 import org.junit.BeforeClass;
+import org.junit.Ignore;
 import org.junit.Test;
 
-import static org.junit.Assert.assertEquals;
-import static org.junit.Assert.assertNotNull;
-import static org.junit.Assert.assertTrue;
+import static org.junit.Assert.*;
 
 /**
  * Testcase for {@link 
org.apache.opennlp.utils.cfg.ProbabilisticContextFreeGrammar}
@@ -138,8 +142,8 @@ public class ProbabilisticContextFreeGra
     sentence.add("the");
     sentence.add("man");
 
-    ProbabilisticContextFreeGrammar.BackPointer backPointer = 
pcfg.cky(sentence);
-    check(pcfg, backPointer, sentence);
+    ProbabilisticContextFreeGrammar.ParseTree parseTree = pcfg.cky(sentence);
+    check(pcfg, parseTree, sentence);
 
     // fixed sentence two
     sentence = new ArrayList<String>();
@@ -148,41 +152,124 @@ public class ProbabilisticContextFreeGra
     sentence.add("works");
     sentence.add("nicely");
 
-    backPointer = pcfg.cky(sentence);
-    check(pcfg, backPointer, sentence);
+    parseTree = pcfg.cky(sentence);
+    check(pcfg, parseTree, sentence);
 
     // random sentence generated by the grammar
     String[] expansion = pcfg.leftMostDerivation("S");
     sentence = Arrays.asList(expansion);
 
-    backPointer = pcfg.cky(sentence);
-    check(pcfg, backPointer, sentence);
+    parseTree = pcfg.cky(sentence);
+    check(pcfg, parseTree, sentence);
   }
 
-  private void check(ProbabilisticContextFreeGrammar pcfg, 
ProbabilisticContextFreeGrammar.BackPointer backPointer, List<String> sentence) 
{
-    Rule rule = backPointer.getRule();
+  private void check(ProbabilisticContextFreeGrammar pcfg, 
ProbabilisticContextFreeGrammar.ParseTree parseTree, List<String> sentence) {
+    Rule rule = parseTree.getRule();
     assertNotNull(rule);
     assertEquals(pcfg.getStartSymbol(), rule.getEntry());
-    int s = backPointer.getSplitPoint();
+    int s = parseTree.getSplitPoint();
     assertTrue(s >= 0);
-    double pi = backPointer.getProbability();
+    double pi = parseTree.getProbability();
     assertTrue(pi <= 1 && pi >= 0);
-    List<String> expandedTerminals = getTerminals(backPointer);
+    List<String> expandedTerminals = getTerminals(parseTree);
     for (int i = 0; i < sentence.size(); i++) {
       assertEquals(sentence.get(i), expandedTerminals.get(i));
     }
 
   }
 
-  private List<String> 
getTerminals(ProbabilisticContextFreeGrammar.BackPointer backPointer) {
-    if (backPointer.getLeftTree() == null && backPointer.getRightTree() == 
null) {
-      return Arrays.asList(backPointer.getRule().getExpansion());
+  private List<String> getTerminals(ProbabilisticContextFreeGrammar.ParseTree 
parseTree) {
+    if (parseTree.getLeftTree() == null && parseTree.getRightTree() == null) {
+      return Arrays.asList(parseTree.getRule().getExpansion());
     }
 
     ArrayList<String> list = new ArrayList<String>();
-    list.addAll(getTerminals(backPointer.getLeftTree()));
-    list.addAll(getTerminals(backPointer.getRightTree()));
+    list.addAll(getTerminals(parseTree.getLeftTree()));
+    list.addAll(getTerminals(parseTree.getRightTree()));
     return list;
   }
 
+  @Test
+  public void testParseString() throws Exception {
+    String string = "(S (VP (Adv last) (Vb tidy)) (NP (Adj biogenic) (NN 
Gainesville)))";
+    Map<Rule, Double> rules = 
ProbabilisticContextFreeGrammar.parseRules(string);
+    assertNotNull(rules);
+    assertEquals(7, rules.size());
+  }
+
+  @Test
+  public void testReadingItalianPennTreebankParseTreeSamples() throws 
Exception {
+    String newsSample = "( (S \n" +
+            "    (VP (VMA~RE Slitta) \n" +
+            "        (PP-LOC (PREP a) \n" +
+            "            (NP (NOU~PR Tirana))) \n" +
+            "         (NP-EXTPSBJ-433 \n" +
+            "             (NP (ART~DE la) (NOU~CS decisione)) \n" +
+            "             (PP (PREP sullo) \n" +
+            "                 (NP \n" +
+            "                     (NP (ART~DE sullo) (NOU~CS stato)) \n" +
+            "                     (PP (PREP di) \n" +
+            "                         (NP (NOU~CS emergenza))))))) \n" +
+            "          (NP-SBJ (-NONE- *-433)) \n" +
+            "          (. .)) ) ";
+    Map<Rule, Double> rules = new HashMap<>();
+    ProbabilisticContextFreeGrammar.parseRules(rules, true, newsSample);
+    assertNotNull(rules);
+
+    String newsSample2 = "( (S \n" +
+            "    (NP-SBJ (ART~DE La) (NOU~CS mafia) (ADJ~QU italiana)) \n" +
+            "    (VP (VMA~RE opera) \n" +
+            "        (PP-LOC (PREP in) \n" +
+            "            (NP (NOU~PR Albania)))) \n" +
+            "      (. .)) ) ";
+    Map<Rule, Double> rules2 = new HashMap<>();
+    ProbabilisticContextFreeGrammar.parseRules(rules2, true, newsSample2);
+    assertNotNull(rules2);
+
+    // aggregated
+    Map<Rule, Double> rules3 = new HashMap<>();
+    ProbabilisticContextFreeGrammar.parseRules(rules3, true, newsSample, 
newsSample2);
+    assertNotNull(rules3);
+
+  }
+
+  @Ignore
+  @Test
+  public void testReadingItalianPennTreebankParseTree() throws Exception {
+    InputStream resourceAsStream = 
getClass().getResourceAsStream("/it-tb-news.txt");
+    BufferedReader bufferedReader = new BufferedReader(new 
InputStreamReader(resourceAsStream));
+    Collection<String> sentences = parseSentences(bufferedReader);
+    ProbabilisticContextFreeGrammar cfg = 
ProbabilisticContextFreeGrammar.parseGrammar(sentences.toArray(new 
String[sentences.size()]));
+    assertNotNull(cfg);
+    String[] derivation = cfg.leftMostDerivation("S");
+    assertNotNull(derivation);
+    System.err.println(Arrays.toString(derivation));
+    String sentence = "Il governo di Berisha pare in difficolta'";
+    ProbabilisticContextFreeGrammar.ParseTree parseTree = 
cfg.cky(Arrays.asList(sentence.split(" ")));
+    assertNotNull(parseTree);
+  }
+
+  private Collection<String> parseSentences(BufferedReader bufferedReader) 
throws IOException {
+
+    Collection<String> sentences = new LinkedList<>();
+    String line;
+    StringBuilder sentence = new StringBuilder();
+    while ((line = bufferedReader.readLine()) != null) {
+      if (line.contains("(") || line.contains(")")) {
+        sentence.append(line);
+      } else if (line.contains("*****")){
+        // only use single sentences
+        String s = sentence.toString();
+        if (s.trim().split("\\(S ").length == 2 && s.trim().startsWith("( 
(S")) {
+          sentences.add(s);
+        }
+        sentence = new StringBuilder();
+      }
+    }
+    if (sentence.length() > 0) {
+      sentences.add(sentence.toString());
+    }
+
+    return sentences;
+  }
 }


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