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= PDBparser= #acl AlinaWroblewska:read,write,revert All:read
= PDB-based dependency parsing models for Polish =

The PDB-based models are trained on the current version of [[http://zil.ipipan.waw.pl/PDB|Polish Depedency Bank]] with the publicly available parsing systems – [[https://github.com/360er0/COMBO|COMBO]], [[https://code.google.com/archive/p/mate-tools/|MateParser]] and [[http://maltparser.org|MaltParser]]. /* ''MaltParser'' is a transition-based dependency parser that uses a deterministic parsing algorithm. The deterministic parsing algorithm builds a dependency structure of an input sentence based on transitions (shift-reduce actions) predicted by a classifier. The classifier learns to predict the next transition given training data and the parse history. `MateParser`, in turn, is a graph-based parser that defines a space of well-formed candidate dependency trees for an input sentence, scores them given an induced parsing model, and selects the highest scoring dependency tree as a correct analysis of the input sentence. */

== PDB-based models ==

=== COMBO ===
 * '''NEW!''' PDB-based COMBO model compatible with the tagset of Morfeusz 2: [[attachment:180912_PDBCOMBO.pkl]]

=== MateParser ===

 * '''NEW!''' PDB-based Mate model compatible with the tagset of Morfeusz 2: [[attachment:180322_PDBMate.mdl]]
 * PDB-based Mate model compatible with the tagset of Morfeusz: [[attachment:170608_PDBMate.mdl]]

=== MaltParser ===

 * '''NEW!''' PDB-based MaltParser model compatible with the tagset of Morfeusz 2: [[attachment:180322_PDBMalt.mco]]
 * PDB-basd MaltParser model compatible with the tagset of Morfeusz: [[attachment:170608_PDBMalt.mco]]

= PDBUD-based dependency parsing models for Polish=

=== UDPipe ===
 * UDPipe model for Polish: [[attachment:180606_PDBUDPipe.udpipe]]

== Parsing performance ==

=== 10-fold cross-validation (avg.) ===

|| '''Model''' || '''LAS''' || '''UAS''' ||
|| `PDBMate` || 0.85 || 0.89 ||
|| `PDBMalt` || 0.82 || 0.86 ||

=== Precision, recall and f-score of individual dependency relations (avg.) ===

The description of Polish dependency relations types is available on [[http://zil.ipipan.waw.pl/PDB/DepRelTypes|Polish dependency relation types]].

||<rowspan=2> '''Dependency relation type''' |||| '''Precision''' |||| '''Recall''' |||| '''F-Measure''' ||
|| Mate || Malt || Mate || Malt || Mate || Malt ||
||<bgcolor="#eef3ff">abbrev_punct ||<bgcolor="#eef3ff">0.99 ||<bgcolor="#eef3ff">0.99 ||<bgcolor="#eef3ff">0.98 ||<bgcolor="#eef3ff">0.97 ||<bgcolor="#eef3ff"> 0.98 ||<bgcolor="#eef3ff">0.98 ||
||adjunct || 0.89 || 0.73 || 0.92 || 0.77 || 0.82 || 0.75 ||
||<bgcolor="#eef3ff">adjunct_qt ||<bgcolor="#eef3ff"> 0.74 ||<bgcolor="#eef3ff"> 0.51 ||<bgcolor="#eef3ff"> 0.76 ||<bgcolor="#eef3ff"> 0.58 ||<bgcolor="#eef3ff"> 0.75 ||<bgcolor="#eef3ff"> 0.55 ||
||aglt || 1.00 || 0.98 || 1.00 || 0.98 || 0.98 || 0.98 ||
||<bgcolor="#eef3ff">app ||<bgcolor="#eef3ff"> 0.75 ||<bgcolor="#eef3ff"> 0.58 ||<bgcolor="#eef3ff"> 0.69 ||<bgcolor="#eef3ff"> 0.52 ||<bgcolor="#eef3ff"> 0.72 ||<bgcolor="#eef3ff"> 0.55 ||
||aux || 0.95 || 0.90 || 0.97 || 0.92 || 0.96 || 0.91 ||
||<bgcolor="#eef3ff">comp ||<bgcolor="#eef3ff"> 0.90 ||<bgcolor="#eef3ff"> 0.85 ||<bgcolor="#eef3ff"> 0.87 ||<bgcolor="#eef3ff"> 0.82 ||<bgcolor="#eef3ff"> 0.88 ||<bgcolor="#eef3ff"> 0.84 ||
||comp_ag || 0.95 || 0.90 || 0.96 || 0.91 || 0.94 || 0.90 ||
||<bgcolor="#eef3ff">comp_fin ||<bgcolor="#eef3ff"> 0.87 ||<bgcolor="#eef3ff"> 0.75 ||<bgcolor="#eef3ff"> 0.86 ||<bgcolor="#eef3ff"> 0.79 ||<bgcolor="#eef3ff"> 0.87 ||<bgcolor="#eef3ff"> 0.77 ||
||comp_inf || 0.95 || 0.91 || 0.96 || 0.90 || 0.93 || 0.90 ||
||<bgcolor="#eef3ff"> cond ||<bgcolor="#eef3ff"> 1.00 ||<bgcolor="#eef3ff"> 0.97 ||<bgcolor="#eef3ff"> 1.00 ||<bgcolor="#eef3ff"> 0.96 ||<bgcolor="#eef3ff"> 1.00 ||<bgcolor="#eef3ff"> 0.96 ||
||conjunct || 0.85 || 0.71 || 0.82 || 0.65 || 0.82 || 0.68 ||
||<bgcolor="#eef3ff"> imp ||<bgcolor="#eef3ff">0.98 ||<bgcolor="#eef3ff"> 0.97 ||<bgcolor="#eef3ff"> 0.91 ||<bgcolor="#eef3ff"> 0.87 ||<bgcolor="#eef3ff">0.94 ||<bgcolor="#eef3ff"> 0.92 ||
|| item || 0.87 || 0.4 || 0.73 || 0.37 || 0.61 || 0.39 ||
||<bgcolor="#eef3ff"> mwe ||<bgcolor="#eef3ff"> 0.90 ||<bgcolor="#eef3ff"> 0.83 ||<bgcolor="#eef3ff"> 0.83 ||<bgcolor="#eef3ff"> 0.75 ||<bgcolor="#eef3ff">0.87 ||<bgcolor="#eef3ff"> 0.79 ||
||ne || 0.87 || 0.78 || 0.73 || 0.64 || 0.76 || 0.70 ||
||<bgcolor="#eef3ff"> neg ||<bgcolor="#eef3ff">0.99 ||<bgcolor="#eef3ff"> 0.97 ||<bgcolor="#eef3ff"> 1.00 ||<bgcolor="#eef3ff"> 0.98 ||<bgcolor="#eef3ff">0.99 ||<bgcolor="#eef3ff"> 0.98 ||
||obj || 0.89 || 0.81 || 0.91 || 0.86 || 0.89 || 0.83 ||
||<bgcolor="#eef3ff"> obj_th ||<bgcolor="#eef3ff">0.83 ||<bgcolor="#eef3ff"> 0.76 ||<bgcolor="#eef3ff"> 0.76 ||<bgcolor="#eef3ff"> 0.65 ||<bgcolor="#eef3ff">0.80 ||<bgcolor="#eef3ff"> 0.70 ||
||pd || 0.86 || 0.77 || 0.80 || 0.72 || 0.87 || 0.74 ||
||<bgcolor="#eef3ff"> pre_coord ||<bgcolor="#eef3ff">0.86 ||<bgcolor="#eef3ff"> 0.76 ||<bgcolor="#eef3ff">0.78 ||<bgcolor="#eef3ff"> 0.55 ||<bgcolor="#eef3ff">0.82 ||<bgcolor="#eef3ff"> 0.64 ||
||punct || 0.97 || 0.75 || 0.98 || 0.76 || 0.88 || 0.76 ||
||<bgcolor="#eef3ff">refl ||<bgcolor="#eef3ff"> 0.99 ||<bgcolor="#eef3ff"> 0.96 ||<bgcolor="#eef3ff"> 0.99 ||<bgcolor="#eef3ff"> 0.96 ||<bgcolor="#eef3ff"> 0.99 ||<bgcolor="#eef3ff"> 0.96 ||
||root || 0.91 || 0.80 || 0.91 || 0.81 || 0.94 ||0.80 ||
||<bgcolor="#eef3ff"> subj ||<bgcolor="#eef3ff"> 0.94||<bgcolor="#eef3ff"> 0.84 ||<bgcolor="#eef3ff">0.94 ||<bgcolor="#eef3ff"> 0.83 ||<bgcolor="#eef3ff">0.94 ||<bgcolor="#eef3ff"> 0.84 ||

== Dependency parser integrated into Multiservice NLP for Polish ==
 * The performance of !MaltParser model for Polish may be tested in Multiservice NLP – [[http://multiservice.nlp.ipipan.waw.pl]].
 * To parse a Polish text in Multiservice "Select predefined chain of actions": 5: Concraft, DependencyParser, input your text, and press the button "Run".
 * To download the parser's output in CoNLL format, "Select output format:":

== Publications ==
<<BibMate(key, "wro:14", omitYears=true)>>
<<BibMate(key, "wro:prz:14", omitYears=true)>>
<<BibMate(key, "wroblewska:12", omitYears=true)>>
<<BibMate(key, "awmw:departing", omitYears=true)>>


=== Licensing ===

The dependency parsing models for Polish are released under the [[https://creativecommons.org/licenses/by-nc-sa/4.0/|CC BY-NC-SA 4.0]] licence and by downloading it you accept the conditions of that licence.

=== Contact ===
Any questions, comments? Please send them to <<MailTo(alina AT SPAMFREE ipipan DOT waw DOT pl)>>.

PDB-based dependency parsing models for Polish

The PDB-based models are trained on the current version of Polish Depedency Bank with the publicly available parsing systems – COMBO, MateParser and MaltParser.

PDB-based models

COMBO

MateParser

MaltParser

= PDBUD-based dependency parsing models for Polish=

UDPipe

Parsing performance

10-fold cross-validation (avg.)

Model

LAS

UAS

PDBMate

0.85

0.89

PDBMalt

0.82

0.86

Precision, recall and f-score of individual dependency relations (avg.)

The description of Polish dependency relations types is available on Polish dependency relation types.

Dependency relation type

Precision

Recall

F-Measure

Mate

Malt

Mate

Malt

Mate

Malt

abbrev_punct

0.99

0.99

0.98

0.97

0.98

0.98

adjunct

0.89

0.73

0.92

0.77

0.82

0.75

adjunct_qt

0.74

0.51

0.76

0.58

0.75

0.55

aglt

1.00

0.98

1.00

0.98

0.98

0.98

app

0.75

0.58

0.69

0.52

0.72

0.55

aux

0.95

0.90

0.97

0.92

0.96

0.91

comp

0.90

0.85

0.87

0.82

0.88

0.84

comp_ag

0.95

0.90

0.96

0.91

0.94

0.90

comp_fin

0.87

0.75

0.86

0.79

0.87

0.77

comp_inf

0.95

0.91

0.96

0.90

0.93

0.90

cond

1.00

0.97

1.00

0.96

1.00

0.96

conjunct

0.85

0.71

0.82

0.65

0.82

0.68

imp

0.98

0.97

0.91

0.87

0.94

0.92

item

0.87

0.4

0.73

0.37

0.61

0.39

mwe

0.90

0.83

0.83

0.75

0.87

0.79

ne

0.87

0.78

0.73

0.64

0.76

0.70

neg

0.99

0.97

1.00

0.98

0.99

0.98

obj

0.89

0.81

0.91

0.86

0.89

0.83

obj_th

0.83

0.76

0.76

0.65

0.80

0.70

pd

0.86

0.77

0.80

0.72

0.87

0.74

pre_coord

0.86

0.76

0.78

0.55

0.82

0.64

punct

0.97

0.75

0.98

0.76

0.88

0.76

refl

0.99

0.96

0.99

0.96

0.99

0.96

root

0.91

0.80

0.91

0.81

0.94

0.80

subj

0.94

0.84

0.94

0.83

0.94

0.84

Dependency parser integrated into Multiservice NLP for Polish

  • The performance of MaltParser model for Polish may be tested in Multiservice NLP – http://multiservice.nlp.ipipan.waw.pl.

  • To parse a Polish text in Multiservice "Select predefined chain of actions": 5: Concraft, DependencyParser, input your text, and press the button "Run".

  • To download the parser's output in CoNLL format, "Select output format:":

Publications

List of publications

Alina Wróblewska. Polish Dependency Parser Trained on an Automatically Induced Dependency Bank. Ph.D. dissertation, Institute of Computer Science, Polish Academy of Sciences, Warsaw, 2014.

List of publications

Alina Wróblewska and Adam Przepiórkowski. Projection-based annotation of a Polish dependency treebank. In Nicoletta Calzolari, Khalid Choukri, Thierry Declerck, Hrafn Loftsson, Bente Maegaard, Joseph Mariani, Asuncion Moreno, Jan Odijk, and Stelios Piperidis, editors, Proceedings of the Ninth International Conference on Language Resources and Evaluation, LREC 2014, pages 2306–2312, Reykjavík, Iceland, 2014. European Language Resources Association (ELRA).

List of publications

Alina Wróblewska. Polish dependency bank. Linguistic Issues in Language Technology, 7(1), 2012.
List of publications

Licensing

The dependency parsing models for Polish are released under the CC BY-NC-SA 4.0 licence and by downloading it you accept the conditions of that licence.

Contact

Any questions, comments? Please send them to <alina AT SPAMFREE ipipan DOT waw DOT pl>.

last edited 2022-09-09 07:00:19 by AlinaWroblewska