Diff for "PDB/PDBparser"

Differences between revisions 9 and 49 (spanning 40 versions)

PDB-trained 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 model for dependency parsing only
COMBO model for part-of-speech tagging, lemmatisation, and dependency parsing
COMBO model for part-of-speech tagging, lemmatisation, dependency parsing, and semantic role labelling
MATE model for dependency parsing
MaltParser model for dependency parsing

PDB-UD-trained dependency parsing models for Polish

The PDB-UD-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.

COMBO model for part-of-speech tagging, lemmatisation, and dependency parsing
COMBO model for part-of-speech tagging, lemmatisation, dependency parsing, and semantic role labelling
UDPipe model for tokenisation, part-of-speech tagging, lemmatisation, and dependency parsing
UDPipe model for tokenisation

Parsing performance

See Dependency parsing section.

190115_COMBO_PDB_nosem.pkl – PDB-based COMBO model for part-of-speech tagging, lemmatisation, and dependency parsing
190115_COMBO_PDB_sem.pkl – PDB-based COMBO model for part-of-speech tagging, lemmatisation, dependency parsing and semantic role labelling

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
MateParser
- 190125_MATE_PDB.model – PDB-based MateParser model for dependency parsing
MaltParser
- 190125_MALT_PDB.mco – PDB-based MaltParser model for dependency parsing
- 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

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

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.

Founding

The research was founded by SONATA 8 grant no 2014/15/D/HS2/03486 from the National Science Centre Poland and by the Polish Ministry of Science and Higher Education as part of the investment in the CLARIN-PL research infrastructure.

Contact

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

-  ⇤ ← Revision 9 as of 2018-03-22 12:07:45 → 
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-= PDBparser =
+== PDB-trained 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 ==
+ * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190423_COMBO_PDB_nosem_parseonly.pkl|COMBO model]] for dependency parsing only
 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190125_COMBO_PDB_nosem.pkl|COMBO model]] for part-of-speech tagging, lemmatisation, and dependency parsing
 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190125_COMBO_PDB_sem.pkl|COMBO model]] for part-of-speech tagging, lemmatisation, dependency parsing, and semantic role labelling
-Line 8:
+Line 10:
-=== MateParser ===

 * PDBMate model compatible with Morfeusz: [[attachment:170608_PDBMate.mdl]]
 * PDBMate model compatible with Morfeusz 2: 

=== MaltParser ===
 * PDBMalt model compatible with Morfeusz: [[attachment:170608_PDBMalt.mco]]
 * PDBMalt model compatible with Morfeusz 2: 

=== Semantic PDB models ===
 * Semantic PDBMate model:
 * Semantic PDBMalt model:
+ * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190125_MATE_PDB.model|MATE model]] for dependency parsing
 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190125_MALT_PDB.mco|MaltParser model]] for dependency parsing
-Line 22:
+Line 14:
-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.
+== PDB-UD-trained dependency parsing models for Polish ==
The PDB-UD-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]].

 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190125_COMBO_PDBUD_nosem.pkl|COMBO model]] for part-of-speech tagging, lemmatisation, and dependency parsing
 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190125_COMBO_PDBUD_sem.pkl|COMBO model]] for part-of-speech tagging, lemmatisation, dependency parsing, and semantic role labelling
 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190423_PDBUD_ttp_embedd.udpipe|UDPipe model]] for tokenisation, part-of-speech tagging, lemmatisation, and dependency parsing
 * [[http://mozart.ipipan.waw.pl/~alina/Polish_dependency_parsing_models/190423_PDBUD_tokeniser.udpipe|UDPipe model]] for tokenisation

{{{#!wiki comment 
 * [[http://mozart.ipipan.waw.pl/~prybak/model_poleval2018/model_A_semi.pkl|COMBO]] model for Polish (the model estimated for the [[http://poleval.pl/tasks#task1|PolEval 2018]] competition)
 * [[attachment:180606_PDBUDPipe.udpipe|UDPipe]] model for Polish}}}
-Line 25:
+Line 27:
+See [[http://clip.ipipan.waw.pl/benchmarks|Dependency parsing]] section.

{{{#!wiki comment
  * [[attachment:190115_COMBO_PDB_nosem.pkl]] – PDB-based COMBO model for part-of-speech tagging, lemmatisation, and dependency parsing
  * [[attachment: 190115_COMBO_PDB_sem.pkl]] – PDB-based COMBO model for part-of-speech tagging, lemmatisation, dependency parsing and semantic role labelling

 * '''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]]

 * MateParser 
  * [[attachment:190125_MATE_PDB.model]] – PDB-based MateParser model for dependency parsing
 * MaltParser
  * [[attachment:190125_MALT_PDB.mco]] – PDB-based MaltParser model for dependency parsing


  * '''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 28:
+Line 53:
-|| `Polish MateParser` || 0.85 || 0.89 ||
|| `Polish MaltParser` || 0.82 || 0.86 ||
+|| `PDBMate` || 0.85 || 0.89 ||
|| `PDBMalt` || 0.82 || 0.86 ||
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+Line 87:
+}}}
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+Line 89:
-== Dependency parser integrated into Multiservice NLP for Polish ==
+== PDB-based MaltParser in Multiservice ==
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-<<BibMate(key, "wrob:14", omitYears=true)>>
+<<BibMate(key, "wro:14", omitYears=true)>>
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+Line 98:
-<<BibMate(key, "awmw:deparsing", 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.

== Founding ==
The research was founded by SONATA 8 grant no 2014/15/D/HS2/03486 from the National Science Centre Poland and by the Polish Ministry of Science and Higher Education as part of the investment in the CLARIN-PL research infrastructure.