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
NEW! PDB-based COMBO model compatible with the tagset of Morfeusz 2: 180912_PDBCOMBO.pkl
MateParser
NEW! PDB-based Mate model compatible with the tagset of Morfeusz 2: 180322_PDBMate.mdl
PDB-based Mate model compatible with the tagset of Morfeusz: 170608_PDBMate.mdl
MaltParser
NEW! PDB-based MaltParser model compatible with the tagset of Morfeusz 2: 180322_PDBMalt.mco
PDB-basd MaltParser model compatible with the tagset of Morfeusz: 170608_PDBMalt.mco
= PDBUD-based dependency parsing models for Polish=
UDPipe
UDPipe model for Polish: 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 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
|
Alina
Wróblewska.
Polish dependency bank.
Linguistic Issues in Language Technology, 7(1), 2012. |
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>.