Diff for "PDB/PDBparser"

Differences between revisions 18 and 26 (spanning 8 versions)

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.

UDPipe

UDPipe model for Polish

COMBO

COMBO model for Polish

Parsing performance

tba

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>.

-  ⇤ ← Revision 18 as of 2018-06-07 09:17:15 → 
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-= PDBparser =
+== PDB-based dependency parsing models for Polish ==
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-PDBparser is a Polish dependency parser trained on the current version of ([[http://zil.ipipan.waw.pl/PDB|Polish Depedency Bank]]) with the publicly available parsing systems – [[http://maltparser.org|MaltParser]] or [[https://code.google.com/archive/p/mate-tools/|MateParser]]. `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.
+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. */
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-== PDB-based parsing models for Polish ==
+==== COMBO ====
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-=== MateParser ===
+ {{{#!wiki comment 
* '''NEW!''' PDB-based COMBO model compatible with the tagset of Morfeusz 2: [[attachment:180912_PDBCOMBO.pkl]]}}}
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+Line 12:
- * '''NEW!''' PDBMate model (compatible with the tagset of Morfeusz 2): [[attachment:180322_PDBMate.mdl]]
 * PDBMate model (compatible with the tagset of Morfeusz): [[attachment:170608_PDBMate.mdl]]
+==== MateParser ====
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+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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+Line 17:
- * '''NEW!''' PDBMalt model (compatible with the tagset of Morfeusz 2): [[attachment:180322_PDBMalt.mco]]
 * PDBMalt model (compatible with the tagset of Morfeusz): [[attachment:170608_PDBMalt.mco]]
+==== MaltParser ====
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-=== UDPipe ===
 * UDPipe model for Polish: [[attachment:180606_PDBUDPipe.udpipe]]
(Note! UDPipe system outputs files in CoNLL-U format)
+ * '''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 ==
The PDBUD-based models are trained on the current version of [[http://git.nlp.ipipan.waw.pl/alina/PDBUD|Polish Depedency Bank in Universal Dependencies format]] with the publicly available parsing systems – [[http://ufal.mff.cuni.cz/udpipe|UDPipe]] and [[https://github.com/360er0/COMBO|COMBO]].

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

==== COMBO ====
 * [[http://mozart.ipipan.waw.pl/~prybak/model_poleval2018/model_A_semi.pkl|COMBO]] model for Polish
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+tba

{{{#!wiki comment
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+}}}
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-== Dependency parser integrated into Multiservice NLP for Polish ==
+== PDB-based MaltParser in Multiservice ==
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-== Publications ==
<<BibMate(key, "wrob:14", omitYears=true)>>
+=== Publications ===
<<BibMate(key, "wro:14", omitYears=true)>>
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-== Licensing ==
+=== Licensing ===
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-The dependency parsing models for Polish are released under the GNU General Public License v3 (GPL v.3) and by downloading it you accept the conditions of that licence.
+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.
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+Line 92:
-== Contact ==
+=== Contact ===

Diff for "PDB/PDBparser"

Menu

PDB-based dependency parsing models for Polish

COMBO

MateParser

MaltParser

PDBUD-based dependency parsing models for Polish

UDPipe

COMBO

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