Diff for "PDB/PDBparser"

COMBO-pytorch model for dependency parsing only (with HerBERT-base embeddings),
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
COMBO model for (semantic) dependency parsing only
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 Dependency Bank in Universal Dependencies format with the publicly available parsing systems – COMBO-pytorch, COMBO, UDPipe.

COMBO-pytorch model for for part-of-speech tagging, lemmatisation, and dependency parsing (with HerBERT-base embeddings),
COMBO-pytorch model for for part-of-speech tagging, lemmatisation, and dependency parsing (with HerBERT-large embeddings),
COMBO-pytorch model for for part-of-speech tagging, lemmatisation, and dependency parsing (with fastText embeddings),
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

COMBO model for Polish (the model estimated for the PolEval 2018 competition)
UDPipe model for Polish

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

COMBO demo
MaltParser demo in Multiservice NLP
- 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:".

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. Polish dependency bank. Linguistic Issues in Language Technology, 7(1), 2012.

-  ⇤ ← Revision 94 as of 2022-09-08 16:23:50 → 
  Size: 12690
  Editor: AlinaWroblewska
  Comment:
+   ← Revision 109 as of 2022-09-09 07:00:19 → ⇥
  Size: 13257
  Editor: AlinaWroblewska
  Comment:
-Deletions are marked like this.
+Additions are marked like this.
 Line 2:
-== Polish COMBO models ==
+= COMBO's models for Polish =
 Line 4:
-The [[https://gitlab.clarin-pl.eu/syntactic-tools/combo/-/tree/master|COMBO]] models for Polish are trained on the current version of [[http://zil.ipipan.waw.pl/PDB|Polish Dependency Bank]]. The models use the [[https://huggingface.co/allegro/herbert-base-cased|HerBERT]] language model.
+[[https://gitlab.clarin-pl.eu/syntactic-tools/combo/-/tree/master|COMBO's]] models for Polish trained on the current version of [[http://zil.ipipan.waw.pl/PDB|Polish Dependency Bank]] and using the [[https://huggingface.co/allegro/herbert-base-cased|HerBERT]] language model.
 Line 6:
-== PDB-trained models ==
+=== PDB-trained models ===
 Line 11:
-== PDB-UD-trained model ==
+=== PDB-UD-trained model ===
 Line 43:
-== Parsing performance (outdated) ==
+=== COMBO ===

 * COMBO's [[https://gitlab.clarin-pl.eu/syntactic-tools/combo/-/tree/master|source code]]
 * Beginner's [[https://colab.research.google.com/drive/1D1P4AiE40Cc_4SF3HY-Mz06JY0XMiEFs?hl=en|tutorial]] (collab notebook)
 * COMBO's [[https://gitlab.clarin-pl.eu/syntactic-tools/combo/-/blob/master/docs/performance.md|performance]] on test sets for multiple languages from [[https://universaldependencies.org|Universal Dependencies]]

{{{#!wiki comment
=== Parsing performance ===
-Line 47:
+Line 54:
-{{{#!wiki comment
-Line 106:
+Line 113:
-== PDB-based dependency parsing demos ==
+=== COMBO demos ===
-Line 108:
+Line 115:
- * [[http://scwad-demo.nlp.ipipan.waw.pl:8000/dependency-parsing|COMBO demo]] (only in Polish)
+ * [[http://combo-demo.nlp.ipipan.waw.pl/combo-eng|English]]
 * [[http://combo-demo.nlp.ipipan.waw.pl/combo-pl|Polish]]

{{{#!wiki comment
 * [[http://scwad-demo.nlp.ipipan.waw.pl:8000/dependency-parsing|COMBO demo]]
-Line 111:
+Line 122:
-  * To download the parser's output in CoNLL format, "Select output format:".
+  * To download the parser's output in CoNLL format, "Select output format:".}}}
-Line 113:
+Line 124:
-== Publications ==
+=== Publications ===
-Line 122:
+Line 133:
-== Licensing ==
+=== Licensing ===
-Line 126:
+Line 137:
-== Acknowledgment ==
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. The computing was performed at Poznań Supercomputing and Networking Center.
+=== Acknowledgment ===
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, Higher Education as part of the investment in the CLARIN-PL research infrastructure and DARIAH-PL. The computing was performed at Poznań Supercomputing and Networking Center.
-Line 130:
+Line 141:
-== Contact ==
+=== Contact ===

Diff for "PDB/PDBparser"

Menu

COMBO's models for Polish

PDB-trained models

PDB-UD-trained model

PDB-UD-trained dependency parsing models for Polish

COMBO

Parsing performance

10-fold cross-validation (avg.)

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

COMBO demos

Publications

Licensing

Acknowledgment

Contact