Diff for "PDB/PDBparser"

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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
- tba
- 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

The PDBUD-based models are trained on the current version of Polish Depedency Bank in Universal Dependencies format with the publicly available parsing systems – UDPipe and COMBO.

PolEval 2018 COMBO model for Polish
UDPipe model for Polish

Parsing performance

See Dependency parsing section.

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
Dependency relation type	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

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

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>.

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-==== COMBO ====
tba
{{{#!wiki comment * '''NEW!''' PDB-based COMBO model compatible with the tagset of Morfeusz 2: [[attachment:180912_PDBCOMBO.pkl]]}}}
+ * COMBO
  * tba
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+Line 9:
-==== MateParser ====
+ {{{#!wiki comment 
 * '''NEW!''' PDB-based COMBO model compatible with the tagset of Morfeusz 2: [[attachment:180912_PDBCOMBO.pkl]]}}}
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- * '''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]]
+ * MateParser
-Line 15:
+Line 14:
-==== MaltParser ====
+  * '''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]]
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- * '''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]]
+ * 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]]
-Line 24:
+Line 26:
-==== UDPipe ====
+ * PolEval 2018 [[http://mozart.ipipan.waw.pl/~prybak/model_poleval2018/model_A_semi.pkl|COMBO]] model for Polish
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+Line 29:
-==== COMBO ====
 * [[http://mozart.ipipan.waw.pl/~prybak/model_poleval2018/model_A_semi.pkl|COMBO]] model for Polish
+== Parsing performance ==
-Line 30:
+Line 31:
-== Parsing performance ==
+See [[http://clip.ipipan.waw.pl/benchmarks|Dependency parsing]] section.

Diff for "PDB/PDBparser"

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PDB-based dependency parsing models for Polish

PDBUD-based dependency parsing models for Polish

Parsing performance

10-fold cross-validation (avg.)

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

PDB-based MaltParser in Multiservice

Publications

Licensing

Contact