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...

Component

Model

Perf 1.5.1

Perf 1.5.2

Tester

Passed

Comment

Sentence Detector

en-sent.bin

42186.7 sent/s

 

joern

no

It is assumed it did not pass because of OPENNLP-202.
The diff showed that in the first 20 compared cases didn't made a mistake compared to 1.5.1.

Tokenizer

en-token.bin

3091.8 sent/s

2300.4 sent/s

joern

yes

 

Name Finder

en-ner-person.bin

614.4 sent/s 

650.6 sent/s

joern

yes

output identical, measurement was done on a idle system,
the new name finder is roughly 10% faster

POS Tagger

en-pos-maxent.bin

732.1 sent/s

816.9 sent/s

joern

yes

 

POS Tagger

en-pos-perceptron.bin

1110.6 sent/s

 

joern

no

Perceptron normalization was changed.

Chunker

en-chunker.bin

167,3 sent/s

166.4 sent/s

joern

yes

 

Parser

en-parser-chunking.bin

11.6 sent/s

 

joern

 

no

A very few sentences are parsed differently due to OPENNLP-233.
The parser code itself it not affected by this only the code in the cmd line package.  

Note: Test was done on MacBook Pro 13" 7.1, 2.66 GHz Core 2 Duo, 8GB Ram, 256GB SSD running OS X 10.6.6
and Java 1.6.0_26 64-Bit Server.The performance varies because light weight tasks have been performed in the background while testing.

...

Component

Model

Training Time 1.5.1

Training Time 1.5.2

Tester

Passed

Comment

Sentence Detector

en-sent.bin

0m11.255s

 

joern

 

no

The new version is more accurate due to OPENLP-202.  

Tokenizer

en-token.bin

2m30.115s

1m35.414s  

joern

  yes

  Name

Finder POS Tagger

en-nerpos-datemaxent.bin

 

 

joern

yes

Test is still done, because tagdict is not tested with public data

POS Tagger

 

 

Name Finder

en-nerpos-locationperceptron.bin

 

 

joern

 

 

no

Perceptron code was changed

Parser Name Finder

en-nerparser-moneychunking.bin

138m9.045s  

 

joern

 

 

Name Finder

en-ner-organization.bin

 

 

joern

 

 

Name Finder

en-ner-percentage.bin

 

 

joern

 

 

Name Finder

en-ner-person.bin

 

 

joern

 

 

POS Tagger

en-pos-maxent.bin

 

 

joern

 

 

POS Tagger

en-pos-perceptron.bin

 

 

joern

 

 

Parser

en-parser-chunking.bin

138m9.045s

 

joern

 

 

Note: Time was measured with the time command, the value is the "real" time value.

Performance test with public data

Test the tagging performance with all the publicly available training
and test data for various languages.

It is assumed that the training will be done with a cutoff of 5 and 100 iterations,
if different values are used please write them into the comment.

no

There are small differences due to OPENNLP-233.
Changes to the training code seems not to cause regressions.

Note: Time was measured with the time command, the value is the "real" time value.

Performance test with public data

Test the tagging performance with all the publicly available training
and test data for various languages.

It is assumed that the training will be done with a cutoff of 5 and 100 iterations,
if different values are used please write them into the comment.

Component

Data

Tester

Tagging Perf 1.5.1

Tagging Perf 1.5.2

Comment

Sentence Detector

 

 

 

 

 

Tokenizer

 

 

 

 

 

Name Finder

CONLL 2002 Dutch Person ned.testa

jkosin

Precision: 0.7906976744186046
Recall: 0.48364153627311524 
F-Measure: 0.6001765225066196

Precision: 0.7552941176470588
Recall: 0.4566145092460882
F-Measure: 0.5691489361702128

Performance Change due to OPENNLP-294 and more...

Name Finder

CONLL 2002 Dutch Person ned.testb

jkosin

Precision: 0.8527980535279805
Recall: 0.6384335154826958 
F-Measure: 0.7302083333333333

Precision: 0.8505025125628141
Recall: 0.6165755919854281
F-Measure: 0.7148891235480465

 

Name Finder

CONLL 2002 Dutch Organization ned.testa

jkosin

Precision: 0.8386075949367089
Recall: 0.38629737609329445 
F-Measure: 0.5289421157684631

Precision: 0.8561872909698997
Recall: 0.37317784256559766
F-Measure: 0.5197969543147207

 

Name Finder

CONLL 2002 Dutch Organization ned.testb

jkosin

Precision: 0.7784200385356455
Recall: 0.4580498866213152 
F-Measure: 0.5767309064953604

Precision: 0.7830374753451677
Recall: 0.4501133786848073
F-Measure: 0.5716342692584593

 

Name Finder

CONLL 2002 Dutch Location ned.testa

jkosin

Precision: 0.8362831858407079
Recall: 0.3945720250521921 
F-Measure: 0.5361702127659574

Precision: 0.8458333333333333
Recall: 0.42379958246346555
F-Measure: 0.564673157162726

 

Name Finder

CONLL 2002 Dutch Location ned.testb

jkosin

Precision: 0.854251012145749 
Recall: 0.5452196382428941 
F-Measure: 0.665615141955836

Precision: 0.8816326530612245
Recall: 0.5581395348837209
F-Measure: 0.6835443037974683

 

Name Finder

CONLL 2002 Dutch Misc ned.testa

jkosin

Precision: 0.8300492610837439
Recall: 0.4505347593582888 
F-Measure: 0.5840554592720971

Precision: 0.8354114713216958
Recall: 0.44786096256684493
F-Measure: 0.5831157528285466

 

Name Finder

CONLL 2002 Dutch Misc ned.testb

jkosin

Precision: 0.8373205741626795
Recall: 0.44229149115417016 
F-Measure: 0.5788313120176405

Precision: 0.8264984227129337
Recall: 0.44144903117101936
F-Measure: 0.5755079626578803

 

Name Finder

CONLL 2002 Combined ned.testa

jkosin

Precision: 0.7906976744186046
Recall: 0.48364153627311524 
F-Measure: 0.6001765225066196

Precision: 0.6509695290858726
Recall: 0.628822629969419
F-Measure: 0.6397044526540929

1000 iterations
OPENNLP-335 Exporting of all tags...

Name Finder

CONLL 2002 Dutch Combined ned.testb

jkosin

Precision: 0.8527980535279805
Recall: 0.6384335154826958 
F-Measure: 0.7302083333333333

Precision: 0.6869929337869668
Recall: 0.6660746003552398
F-Measure: 0.6763720690543674

1000 iterations

Name Finder

CONLL 2002 Spanish Person esp.testa

jkosin

Precision: 0.8982630272952854
Recall: 0.5924713584288053 
F-Measure: 0.7140039447731755

Precision: 0.9010695187165776
Recall: 0.5515548281505729
F-Measure: 0.684263959390863

 

Name Finder

CONLL 2002 Spanish Person esp.testb

jkosin

Precision: 0.9008 
Recall: 0.7659863945578231 
F-Measure: 0.8279411764705882

Precision: 0.9195205479452054
Recall: 0.7306122448979592
F-Measure: 0.8142532221379833

 

Name Finder

CONLL 2002 Spanish Organization esp.testa

jkosin

Precision: 0.8216258879242304
Recall: 0.6123529411764705 
F-Measure: 0.7017189079878665

Precision: 0.8288942695722357
Recall: 0.6041176470588235
F-Measure: 0.6988771691051379

 

Name Finder

CONLL 2002 Spanish Organization esp.testb

jkosin

Precision: 0.8009331259720062
Recall: 0.7357142857142858  
F-Measure: 0.7669396872673119

Precision: 0.8036277602523659
Recall: 0.7278571428571429
F-Measure: 0.7638680659670164

 

Name Finder

CONLL 2002 Spanish Location esp.testa

jkosin

Precision: 0.7481789802289281
Recall: 0.7306910569105691 
F-Measure: 0.739331619537275

Precision: 0.7743016759776536
Recall: 0.7042682926829268
F-Measure: 0.7376263970196913

 

Name Finder

CONLL 2002 Spanish Location esp.testb

jkosin

Precision: 0.8226221079691517
Recall: 0.5904059040590406 
F-Measure: 0.6874328678839956

Precision: 0.8301886792452831
Recall: 0.5682656826568265
F-Measure: 0.6746987951807228

 

Name Finder

CONLL 2002 Spanish Misc esp.testa

jkosin

Precision: 0.6446886446886447
Recall: 0.3955056179775281 
F-Measure: 0.49025069637883006

Precision: 0.6492890995260664
Recall: 0.30786516853932583
F-Measure: 0.4176829268292683

 

Name Finder

CONLL 2002 Spanish Misc esp.testb

jkosin

Precision: 0.6595744680851063
Recall: 0.36578171091445427 
F-Measure: 0.4705882352941176

Precision: 0.686046511627907
Recall: 0.3480825958702065
F-Measure: 0.461839530332681

 

Name Finder

CONLL 2002 Spanish Combined esp.testa

jkosin

Precision: 0.8982630272952854  
Recall: 0.5924713584288053 
F-Measure: 0.7140039447731755

Precision: 0.7005423249233671
Recall: 0.6828315329809239
F-Measure: 0.6915735567970205

1000 iterations

Name Finder

CONLL 2002 Spanish Combined esp.testb

jkosin

Precision: 0.9008 
Recall: 0.7659863945578231 
F-Measure: 0.8279411764705882

Precision: 0.756635931824532
Recall: 0.7611017425519955
F-Measure: 0.7588622670589884

1000 iterations

Name Finder

CONLL 2003 English Person eng.testa

jkosin

Precision: 0.9352201257861635
Recall: 0.8072747014115093 
F-Measure: 0.8665501165501166

Precision: 0.9523195876288659
Recall: 0.8023887079261672
F-Measure: 0.8709487330583382

 

Name Finder

CONLL 2003 English Person eng.testb

jkosin

Precision: 0.8873546511627907
Recall: 0.7551020408163265 
F-Measure: 0.8159037754761109

Precision: 0.9391727493917275
Recall: 0.7161410018552876
F-Measure: 0.8126315789473685

 

Name Finder

CONLL 2003 English Organization eng.testa

jkosin

Precision: 0.8528584817244611
Recall: 0.6785980611483967 
F-Measure: 0.7558139534883722

Precision: 0.8768046198267565
Recall: 0.6793437733035048
F-Measure: 0.7655462184873949

 

Name Finder

CONLL 2003 English Organization eng.testb

jkosin

Precision: 0.8263422818791947
Recall: 0.5930162552679109 
F-Measure: 0.6905012267788293

Precision: 0.8435980551053485
Recall: 0.6267308850090307
F-Measure: 0.7191709844559586

 

Name Finder

CONLL 2003 English Location eng.testa

jkosin

Precision: 0.9283837056504599
Recall: 0.769188894937398 
F-Measure: 0.8413218219708247

Precision: 0.9361421988150099
Recall: 0.7740881872618399
F-Measure: 0.8474374255065554

 

Name Finder

CONLL 2003 English Location eng.testb

jkosin

Precision: 0.9156180606957809
Recall: 0.7416067146282974 
F-Measure: 0.8194766478966545

Precision: 0.9206349206349206
Recall: 0.7302158273381295
F-Measure: 0.8144433299899699

Component

Data

Tester

Tagging Perf 1.5.1

Tagging Perf 1.5.2

Comment

Sentence Detector

 

 

 

 

 

Tokenizer

 

 

 

 

 

Name Finder

CONLL 2002 Dutch Person ned.testa

Precision: 0.7906976744186046
Recall: 0.48364153627311524 
F-Measure: 0.6001765225066196

 

 

Name Finder

CONLL 2002 Dutch Person ned.testb

 

Precision: 0.8527980535279805
Recall: 0.6384335154826958 
F-Measure: 0.7302083333333333

 

 

Name Finder

CONLL 2002 Dutch Organization ned.testa

 

Precision: 0.8386075949367089
Recall: 0.38629737609329445 
F-Measure: 0.5289421157684631

 

 

Name Finder

CONLL 2002 Dutch Organization ned.testb

 

Precision: 0.7784200385356455
Recall: 0.4580498866213152 
F-Measure: 0.5767309064953604

 

 

Name Finder

CONLL 2002 Dutch Location ned.testa

 

Precision: 0.8362831858407079
Recall: 0.3945720250521921 
F-Measure: 0.5361702127659574

 

 

Name Finder

CONLL 2002 Dutch Location ned.testb

 

Precision: 0.854251012145749 
Recall: 0.5452196382428941 
F-Measure: 0.665615141955836

 

 

Name Finder

CONLL 2002 Dutch Misc ned.testa

 

Precision: 0.8300492610837439
Recall: 0.4505347593582888 
F-Measure: 0.5840554592720971

 

 

Name Finder

CONLL 2002 Dutch Misc ned.testb

 

Precision: 0.8373205741626795
Recall: 0.44229149115417016 
F-Measure: 0.5788313120176405

 

 

Name Finder

CONLL 2002 Combined ned.testa

 

Precision: 0.7906976744186046
Recall: 0.48364153627311524 
F-Measure: 0.6001765225066196

 

Name Finder

CONLL 2002 Dutch Combined ned.testb

 

Precision: 0.8527980535279805
Recall: 0.6384335154826958 
F-Measure: 0.7302083333333333

 

 

Name Finder

CONLL 2002 Spanish Person esp.testa

 

Precision: 0.8982630272952854
Recall: 0.5924713584288053 
F-Measure: 0.7140039447731755

 

Name Finder

CONLL 2002 Spanish Person esp.testb

 

Precision: 0.9008 
Recall: 0.7659863945578231 
F-Measure: 0.8279411764705882

 

Name Finder

CONLL 2002 Spanish Organization esp.testa

Precision: 0.8216258879242304
Recall: 0.6123529411764705 
F-Measure: 0.7017189079878665

 

Name Finder

CONLL 2002 Spanish Organization esp.testb

Precision: 0.8009331259720062
Recall: 0.7357142857142858  
F-Measure: 0.7669396872673119

 

 

Name Finder

CONLL 2002 Spanish Location esp.testa

Precision: 0.7481789802289281
Recall: 0.7306910569105691 
F-Measure: 0.739331619537275

 

Name Finder

CONLL 2002 Spanish Location esp.testb

Precision: 0.8226221079691517
Recall: 0.5904059040590406 
F-Measure: 0.6874328678839956

 

Name Finder

CONLL 2002 Spanish Misc esp.testa

Precision: 0.6446886446886447
Recall: 0.3955056179775281 
F-Measure: 0.49025069637883006

 

Name Finder

CONLL 2002 Spanish Misc esp.testb

Precision: 0.6595744680851063
Recall: 0.36578171091445427 
F-Measure: 0.4705882352941176

 

Name Finder

CONLL 2002 Spanish Combined esp.testa

Precision: 0.8982630272952854  
Recall: 0.5924713584288053 
F-Measure: 0.7140039447731755

 

Name Finder

CONLL 2002 Spanish Combined esp.testb

Precision: 0.9008 
Recall: 0.7659863945578231 
F-Measure: 0.8279411764705882

 

Name Finder

CONLL 2003 English Person Misc eng.testa

jkosin

Precision: 0.9352201257861635 8539007092198582
Recall: 0.8072747014115093  6529284164859002 
F-Measure: 0.7400122925629993

Precision: 0.8665501165501166

 

9027982326951399
Recall: 0.6648590021691974
F-Measure: 0.7657713928794503

  Must be re-done for rc2!

Name Finder

CONLL 2003 English Person eng.testb jkosin Misc eng.testb

jkosin

Precision: 0.8599137931034483
Recall: 0.5683760683760684 
F-Measure: 0.6843910806174958

Precision: 0.8873546511627907 8592436974789915
Recall: 0.7551020408163265  5826210826210826
F-Measure: 0.8159037754761109 6943972835314092

 

Must be re-done for rc2!

Name Finder

CONLL 2003 English Organization Combined eng.testa

jkosin

Precision: 0.8528584817244611 8601818493738206
Recall: 0.6785980611483967 
F-Measure: 0.7558139534883722

 

Must be re-done for rc2!

Name Finder

CONLL 2003 English Organization eng.testb

jkosin .8438236284079434 
F-Measure: 0.8519242205420101

Precision: 0.8263422818791947 861812521618817
Recall: 0.5930162552679109  8386065297879501
F-Measure: 0.6905012267788293 8500511770726714

 

Must be re-done for rc2!

1000 iterations

Name Finder

CONLL 2003 English Location Combined eng.testa testb

jkosin

Precision: 0.9283837056504599 8036415565869333
Recall: 0.769188894937398  7970963172804533 
F-Measure: 0.8413218219708247

 

Must be re-done for rc2!

Name Finder

CONLL 2003 English Location eng.testb

jkosin 8003555555555556

Precision: 0.9156180606957809 8041311831853597
Recall: 0.7416067146282974  7857648725212465
F-Measure: 0.8194766478966545

 

7948419450165667

1000 iterations Must be re-done for rc2!

Name Finder

CONLL 2003 English Misc engGerman Person deu.testa

jkosin joern

Precision: 0.8539007092198582 8602620087336245
Recall: 0.6529284164859002  28122769450392576 
F-Measure: 0.7400122925629993

 

Must be re-done for rc2!

Name Finder

CONLL 2003 English Misc eng.testb

4238838084991931 jkosin

Precision: 0.8599137931034483 9132653061224489
Recall: 0.5683760683760684  25553176302640973
F-Measure: 0.6843910806174958 3993307306190742

  Must be re-done for rc2!

Name Finder

CONLL 2003 English Combined eng.testa German Person deu.testb

joern jkosin

Precision: 0.8601818493738206 878 
Recall: 0.8438236284079434  3673640167364017 
F-Measure: 0.8519242205420101

 

5179941002949853

Precision: 0.8732106339468303
Recall: 0.3573221757322176
F-Measure: 0.507125890736342

  Must be re-done for rc2!
1000 iterations

Name Finder

CONLL 2003 English Combined eng.testb German Organization deu.testa

joern jkosin

Precision: 0.8036415565869333 8365695792880259
Recall: 0.7970963172804533  41659951651893634 
F-Measure: 0.5562130177514794

Precision: 0.8003555555555556

 

8407224958949097
Recall: 0.4125705076551168
F-Measure: 0.5535135135135135

  Must be re-done for rc2!
1000 iterations

Name Finder

CONLL 2003 German Person deu.testa  Organization deu.testb

joern

Precision: 0.7942583732057417
Recall: 0.4294954721862872 
F-Measure: 0.5575146935348446

Precision: 0.8602620087336245 8014705882352942
Recall: 0.28122769450392576  4230271668822768
F-Measure: 0.4238838084991931
 5537679932260795

 

Name Finder

CONLL 2003 German Person Location deu.testb testa

  joern

Precision: 0.878  7362637362637363
Recall: 0.3673640167364017  34038950042337 
F-Measure: 0.5179941002949853

 

 

Name Finder

CONLL 2003 German Organization deu.testa

 

4655471916618414

Precision: 0.8365695792880259 7816326530612245
Recall: 0.41659951651893634  32430143945808637
F-Measure: 0.5562130177514794 45840813883901854

 

 

Name Finder

CONLL 2003 German Organization Location deu.testb

  joern

Precision: 0.7942583732057417 75 
Recall: 0.4294954721862872  3652173913043478 
F-Measure: 0.5575146935348446

 

 

Name Finder

CONLL 2003 German Location deu.testa

 

4912280701754385

Precision: 0.7362637362637363 8033826638477801
Recall: 0.34038950042337  3671497584541063
F-Measure: 0.4655471916618414
 5039787798408487

 

Name Finder

CONLL 2003 German Location Misc deu.testb testa

  joern

Precision: 0.75  7213930348258707
Recall: 0.3652173913043478  14356435643564355 
F-Measure: 0.4912280701754385

 

 

Name Finder

CONLL 2003 German Misc deu.testa

0.2394715111478117  

Precision: 0.7213930348258707 7055555555555556
Recall: 0.14356435643564355  12574257425742574
F-Measure: 0.2394715111478117 21344537815126052

 

 

Name Finder

CONLL 2003 German Misc deu.testb

  joern

Precision: 0.6198830409356725
Recall: 0.1582089552238806 
F-Measure: 0.2520808561236623

Precision: 0.6601307189542484
Recall: 0.15074626865671642
F-Measure: 0.2454434993924666  

 

Name Finder

CONLL 2003 German Combined deu.testa

  joern

Precision: 0.7675205413243112
Recall: 0.32857438444030623 
F-Measure: 0.46015647638365687

Precision: 0.7718859429714857
Recall: 0.319263397475688
F-Measure: 0.4516978922716628  

 

Name Finder

CONLL 2003 German Combined deu.testb

  joern

Precision: 0.7553418803418803
Recall: 0.3849714130138851 
F-Measure: 0.5100090171325519

Precision: 0.7467566165023353
Recall: 0.3917778382793357
F-Measure: 0.5139285714285715  

 

POS Tagger

CONLL 2006 Danish

  joern

Accuracy: 0.9511278195488722

  Accuracy: 0.9511278195488722

 

POS Tagger

CONLL 2006 Dutch

joern

Accuracy: 0.9324977618621307

Accuracy: 0.9324977618621307

 

POS Tagger

CONLL 2006 Portuguese

joern

Accuracy: 0.9324977618621307 9659110277825124

Accuracy: 0.9659110277825124  

 

POS Tagger

CONLL 2006 Portuguese Swedish

  joern

Accuracy: 0.9659110277825124 9275106082036775

Accuracy: 0.9275106082036775  

 

POS Tagger

CONLL 2006 Swedish

 

Accuracy: 0.9275106082036775

 

 

Chunker

CONLL 2000

colen

Precision: 0.9255923572240226
Recall: 0.9220610430991112 
F-Measure: 0.9238233255623465

Precision: 0.9257575757575758
Recall: 0.9221868187154117
F-Measure: 0.9239687473746113

Perf change due to OPENNLP-242

Chunker

Arvores Deitadas
(10-fold cross-validation)

colen

Chunker

CONLL 2000

 

Precision: 0.9255923572240226 9413606010016694
Recall: 0.9220610430991112  9379938451301671
F-Measure: 0.9238233255623465

 

 

Chunker

Arvores Deitadas

 

9396742073907428

Precision: 0.9406086044071353 9403445830378374
Recall: 0.9364814040952779  9373141775994345
F-Measure: 0.9385404669668097

 

9388269348910339

Perf change due to OPENNLP-242 and OPENNLP-186  

The results of the tagging performance might differ compared to the
1.5.0 release since a precision bug in the calculation of the score has been fixed:
https://issues.apache.org/jira/browse/OPENNLP-59
The results of the tagging performance may differ compared to the 1.5.1 release, since a bug was corrected in the event filtering.
(TODO: put jira issue here) A problem was corrected for the CoNLL 02 data being improperly converted to the wrong encoding.

Test UIMA Integration

The test ensures that the Analysis Engine can run and not not
crash trough simple runtime time code errors. We need to add
more sophisticated testing with the next releases.

Analysis Engine

Tester

Passed

Comment

Sentence Detector

  joern  

yes

 

Sentence Detector Trainer

  joern  

yes

Trained and tested with cmd line tool with a UIMA pipeline

Tokenizer ME

  joern  

yes

 

Tokenizer Trainer

  joern  

yes

Trained and tested with cmd line tool with a UIMA pipeline

Name Finder

  joern  

yes

 

Name Finder Trainer

  joern  

yes

Trained and tested with cmd line tool with a UIMA pipeline

Chunker

  joern  

yes

as part of sample pear

Chunker Trainer

 

 

 

POS Tagger

  joern  

yes

as part of sample pear

POS Tagger Trainer

 

 

Trained and tested with cmd line tool

Parser

 

 

 

createPear.sh

  joern  

yes

 

Sample PEAR

  joern  

yes

installed and run over sample text

...

Package

File or Test

Tester

Passed

Comment

Binary

LICENSE

  joern  

yes

AL 2.0 and BSD for JWNL

Binary

NOTICE

  joern  

yes

standard notice, dates are correct. JWNL is mentioned

Binary

README

colen, jason, james, joern

yes

File was reviewed on the dev list.

Binary

RELEASE_NOTES.html

  joern, james  

yes

issue list is generated correctly

Binary

Test signatures: .md5, .sha1, .asc

  joern  

yes

  rc4

Binary

JIRA issue list created

joern

no

yes

 

Binary

Contains maxent, tools, uima and jwnl jars

joern

yes

  generation failed!

Source

LICENSE

  joern  

yes

standard AL 2.0 file

Source

NOTICE

  joern  

yes

standard notice, dates are correct

Source

Test signatures: .md5, .sha1, .asc

  joern  

yes

  rc4

Source

Can build from source?

  joern  

yes

Test should be done without jwnl and opennlp in local m2 repo.
Test was done on Ubuntu 10.10.