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.
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
PDB-based MaltParser in Multiservice
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>.
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