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Here we will document accuracy of various linguistic engineering systems for Polish. This page documents performance of various NLP systems for Polish.

== Morphological analysis ==

== POS tagging ==

== Shallow parsing ==

== Dependency parsing ==


== Deep parsing ==


== Word sense disambiguation ==

== Named entity recognition ==



== Sentiment analysis ==


== Mention detection ==

=== Test set ===

Precision, recall and F-measure is calculated on [[http://clip.ipipan.waw.pl/PCC|Polish Coreference Corpus]] data with two alternative mention detection scores:
 * EXACT: score of exact boundary matches (an automatic and a manual mention match if they have exactly the same boundaries; in other words, they consist of the same tokens)
 * HEAD: score of head matches (we reduce the automatic and the manual mentions to their single head tokens and compare them).

=== Results ===

||<|2> '''System name''' ||<|2> '''Short description''' ||<|2> '''Main publication''' ||<|2> '''License''' |||||| '''EXACT''' |||||| '''HEAD''' ||
||'''P''' || '''R''' || '''F''' ||'''P''' || '''R''' || '''F''' ||
|| [[http://zil.ipipan.waw.pl/MentionDetector|Mention Detector]] || Collects mention candidates from available sources – morphosyntactical, shallow parsing, named entity and/or zero anaphora detection tools || Ogrodniczuk M., Głowińska K., Kopeć M., Savary A., Zawisławska M. 'Coreference in Polish: Annotation, Resolution and Evaluation', chapter 10.6. Walter De Gruyter, 2015. || CC BY 3 || 66.79% || 67.21% || 67.00% || 88.29% || 89.41% || 88.85% ||


== Coreference resolution ==

=== Test set ===

[[http://clip.ipipan.waw.pl/PCC|Polish Coreference Corpus]]

=== Results ===


|| '''System name''' || '''Short description''' || '''Main publication''' || '''License''' || '''P''' || '''R''' || '''F''' ||
|| [[http://zil.ipipan.waw.pl/Ruler|Ruler]] || Rule-based || Ogrodniczuk M., Kopeć M. 'End-to-end coreference resolution baseline system for Polish'. In Z. Vetulani (ed.), Proceedings of the 5th Language & Technology Conference: Human Language Technologies as a Challenge for Computer Science and Linguistics, pp. 167–171, Poznań, Poland, 2011. || CC BY 3 || || || ||
|| [[http://zil.ipipan.waw.pl/Bartek|Bartek]] || Statistical || Kopeć M., Ogrodniczuk M. 'Creating a Coreference Resolution System for Polish'. In Proceedings of the 8th International Conference on Language Resources and Evaluation, LREC 2012, pp. 192–195, ELRA. || CC BY 3 || || || ||


== Summarization ==

Benchmarks

This page documents performance of various NLP systems for Polish.

Morphological analysis

POS tagging

Shallow parsing

Dependency parsing

Deep parsing

Word sense disambiguation

Named entity recognition

Sentiment analysis

Mention detection

Test set

Precision, recall and F-measure is calculated on Polish Coreference Corpus data with two alternative mention detection scores:

  • EXACT: score of exact boundary matches (an automatic and a manual mention match if they have exactly the same boundaries; in other words, they consist of the same tokens)
  • HEAD: score of head matches (we reduce the automatic and the manual mentions to their single head tokens and compare them).

Results

System name

Short description

Main publication

License

EXACT

HEAD

P

R

F

P

R

F

Mention Detector

Collects mention candidates from available sources – morphosyntactical, shallow parsing, named entity and/or zero anaphora detection tools

Ogrodniczuk M., Głowińska K., Kopeć M., Savary A., Zawisławska M. 'Coreference in Polish: Annotation, Resolution and Evaluation', chapter 10.6. Walter De Gruyter, 2015.

CC BY 3

66.79%

67.21%

67.00%

88.29%

89.41%

88.85%

Coreference resolution

Test set

Polish Coreference Corpus

Results

System name

Short description

Main publication

License

P

R

F

Ruler

Rule-based

Ogrodniczuk M., Kopeć M. 'End-to-end coreference resolution baseline system for Polish'. In Z. Vetulani (ed.), Proceedings of the 5th Language & Technology Conference: Human Language Technologies as a Challenge for Computer Science and Linguistics, pp. 167–171, Poznań, Poland, 2011.

CC BY 3

Bartek

Statistical

Kopeć M., Ogrodniczuk M. 'Creating a Coreference Resolution System for Polish'. In Proceedings of the 8th International Conference on Language Resources and Evaluation, LREC 2012, pp. 192–195, ELRA.

CC BY 3

Summarization