8cfd52cf5e5096a383f2e8ad457556d35fcc06d9254565fad01b7f6c551f31fd

.gitattributes

@@ -60,3 +60,5 @@ dev-gold/cs.conllu filter=lfs diff=lfs merge=lfs -text
 dev-gold/cs.nen.conllu filter=lfs diff=lfs merge=lfs -text
 dev-gold/ru.conllu filter=lfs diff=lfs merge=lfs -text
 dev-gold/ru.nen.conllu filter=lfs diff=lfs merge=lfs -text
+sysoutputs/adapt/test/cs.conllu filter=lfs diff=lfs merge=lfs -text
+sysoutputs/adapt/test/pertreebank/cs_pdt-ud-test-sys.conllu filter=lfs diff=lfs merge=lfs -text

README.txt

@@ -0,0 +1,299 @@
+IWPT 2020 Shared Task on Parsing into Enhanced Universal Dependencies
+---------------------------------------------------------------------
+
+This package contains data used in the IWPT 2020 shared task. The package is available from
+http://hdl.handle.net/11234/1-3238 (permanent URL).
+
+For more information on the shared task, see the IWPT conference proceedings in the ACL anthology
+https://www.aclweb.org/anthology/sigs/sigparse/
+as well as the shared task web site:
+https://universaldependencies.org/iwpt20/
+
+The package contains training, development and test (evaluation) datasets as they were used
+during the shared task. The data is based on a subset of Universal Dependencies release 2.5
+(http://hdl.handle.net/11234/1-3105) but some treebanks contain additional enhanced annotations.
+Moreover, not all of these additions became part of Universal Dependencies release 2.6
+(http://hdl.handle.net/11234/1-3226), which makes the shared task data unique and worth
+a separate release to enable later comparison with new parsing algorithms.
+
+
+LICENSE
+-------
+
+The package is distributed under the same license as Universal Dependencies 2.5. This is
+a collective license, i.e., individual treebanks may use different license terms. See
+https://lindat.mff.cuni.cz/repository/xmlui/page/licence-UD-2.5?locale-attribute=en
+for details.
+
+
+FILES AND FOLDERS
+-----------------
+
+There are 17 languages and 28 treebanks. Some treebanks contain training, development and
+test data. Some treebanks contain only the test data. Each treebank has a folder named
+UD_Language-TreebankID:
+
+UD_Arabic-PADT
+UD_Bulgarian-BTB
+UD_Czech-CAC
+UD_Czech-FicTree
+UD_Czech-PDT
+UD_Czech-PUD
+UD_Dutch-Alpino
+UD_Dutch-LassySmall
+UD_English-EWT
+UD_English-PUD
+UD_Estonian-EDT
+UD_Estonian-EWT
+UD_Finnish-PUD
+UD_Finnish-TDT
+UD_French-FQB
+UD_French-Sequoia
+UD_Italian-ISDT
+UD_Latvian-LVTB
+UD_Lithuanian-ALKSNIS
+UD_Polish-LFG
+UD_Polish-PDB
+UD_Polish-PUD
+UD_Russian-SynTagRus
+UD_Slovak-SNK
+UD_Swedish-PUD
+UD_Swedish-Talbanken
+UD_Tamil-TTB
+UD_Ukrainian-IU
+
+Each folder contains one or more CoNLL-U files with gold-standard annotation following
+the UD guidelines (https://universaldependencies.org/guidelines.html), and one or
+more corresponding plain text files (the parsing systems get these files as input and
+produce parsed CoNLL-U files on output).
+
+During the shared task, only the training and development portions were distributed in this
+form. The test data was distributed blind, i.e., only the plain text input without annotation.
+Moreover, test sets from all treebanks of one language were merged in one file and the
+participants were not told which part of the text comes from which treebank. In this package,
+we add four folders:
+
+test-blind
+test-gold
+dev-blind
+dev-gold
+
+The *-blind folders contain 17 text files each, named using language codes:
+
+ar.txt (Arabic)
+bg.txt (Bulgarian)
+cs.txt (Czech)
+en.txt (English)
+et.txt (Estonian)
+fi.txt (Finnish)
+fr.txt (French)
+it.txt (Italian)
+lt.txt (Lithuanian)
+lv.txt (Latvian)
+nl.txt (Dutch)
+pl.txt (Polish)
+ru.txt (Russian)
+sk.txt (Slovak)
+sv.txt (Swedish)
+ta.txt (Tamil)
+uk.txt (Ukrainian)
+
+The *-gold folders contain the corresponding gold-standard annotated files in two flavors:
+the real UD-compliant annotation, e.g., ar.conllu, and a file where empty nodes have been
+collapsed to make evaluation possible, e.g. ar.nen.conllu (nen = no empty nodes). In addition
+to the test files, we also provide the development files in the same form (they were also
+available to the participants of the shared task).
+
+
+FRENCH
+------
+
+In addition to enhancements described in the UD v2 guidelines
+(https://universaldependencies.org/u/overview/enhanced-syntax.html),
+the French data also show neutralized diathesis in the spirit of (Candito et al. 2017).
+It is not possible to squeeze this information into the dependency labels in a way that would
+be both human-readable and valid according to the UD guidelines. Therefore, the French CoNLL-U
+files are provided in two flavors: "fulldeps" and "xoxdeps". The former is the intended, human-
+readable format where final and canonical grammatical functions are separated by the "@"
+character; e.g., "obl:agent@nsubj" means that the dependent is an oblique agent phrase (the
+final function) but canonically it corresponds to the subject of the verb in active form (the
+canonical function). Such dependency labels do not comply with the current UD guidelines which
+do not allow the "@" character in dependency labels (also, the full labels sometimes contain
+more colons ":" than permitted). The labels thus have been transformed reducing the number of
+colons and replacing "@" with "xox", hence the xoxdeps.conllu files. The systems participating
+in the shared task worked with the xoxdeps files, as these pass the official validation. However,
+the cryptic xoxdeps labels can be easily converted back to the original format, even in the
+parser output (provided the parser predicted the label correctly; see the tools below).
+
+
+TOOLS
+-----
+
+The package also contains a number of Perl and Python scripts that have been used to process
+the data during preparation and during the shared task. They are in the "tools" folder.
+
+validate.py
+
+  The official Universal Dependencies validator. It is a Python 3 script, and it needs the
+  third-party module regex to be installed on the system (use pip to install it). The script
+  recognizes several levels of validity; system output in the shared task must be valid on
+  level 2:
+
+  python validate.py --level 2 --lang ud file.conllu
+
+enhanced_collapse_empty_nodes.pl
+
+  Removes empty nodes from a CoNLL-U file and transforms all paths traversing an empty node
+  into a long edge with a combined label, e.g., "conj>nsubj". Note that the output is not
+  valid according to UD guidelines, as the ">" character cannot occur in a normal CoNLL-U
+  file. After passing validation, system outputs and gold-standard files are processed with
+  this script and then they can be evaluated (the evaluator cannot work with empty nodes
+  directly).
+
+  perl enhanced_collapse_empty_nodes.pl file.conllu > file.nen.conllu
+
+iwpt20_xud_eval.py
+
+  The official evaluation script in the shared task. It takes valid gold-standard and
+  system-output file after these have been processed with enhanced_collapse_empty_nodes.pl.
+  It also requires that the text of the gold standard and system output differ only in
+  whitespace characters (tokenization) while all non-whitespace characters must be identical
+  (no normalization is allowed).
+
+  python iwpt20_xud_eval.py -v gold.nen.conllu system.nen.conllu
+
+  The script can be told that certain types of enhancements should not be evaluated. This
+  is done with treebanks where some enhancements are not annotated in the gold standard and
+  we do not want to penalize the system for predicting the enhancement. For example,
+
+  --enhancements 156
+
+  means that gapping (1), relative clauses (5), and case-enhanced deprels (6) should be
+  ignored.
+
+conllu-quick-fix.pl
+
+  A Perl script that tries to make an invalid file valid by filling out UPOS tags if they
+  are empty, fixing the format of morphological features etc. It can also make sure that
+  every node in the enhanced graph is reachable from the virtual root node with id 0;
+  however, this function is optional, as it modifies the system-output dependency structure,
+  and the algorithm it uses is not optimal in terms of evaluation score.
+
+  perl conllu-quick-fix.pl input.conllu > output.conllu
+  perl conllu-quick-fix.pl --connect-to-root input.conllu > output.conllu
+
+conllu_to_text.pl
+
+  This script was used to generate the untokenized text files that serve as the input for
+  the trained parsing system (the "blind" data). It takes the ISO 639-1 code of the language
+  of the text (e.g., "--language en") because it works a bit differently with languages that
+  use Chinese characters. The option was not needed for the present shared task, as there
+  were no such languages.
+
+  perl conllu_to_text.pl --language xx file.conllu > file.txt
+
+mergetest.pl
+
+  This script was used to merge the test data (both gold and blind) from multiple treebanks
+  of one language. The test sets are essentially concatenated, but the script makes sure that
+  there is a new document mark at the beginning of each gold CoNLL-U file, and between two
+  text files there is an empty line. This increases the chance that the systems will break
+  a sentence at this position and it will be possible to separate data from individual treebanks
+  in the system output. The first argument of the script is the name of the target file, the
+  remaining arguments are names of the source files (any number, but at least one). By default,
+  the files are processed as text files. If the target file name ends in ".conllu", the files are
+  processed as CoNLL-U files.
+
+  perl mergetest.pl nl.conllu UD_Dutch-Alpino/nl_alpino-ud-test.conllu UD_Dutch-LassySmall/nl_lassysmall-ud-test.conllu
+  perl mergetest.pl nl.txt UD_Dutch-Alpino/nl_alpino-ud-test.txt UD_Dutch-LassySmall/nl_lassysmall-ud-test.txt
+
+match_and_split_conllu_by_input_text.pl
+
+  This script reverses mergetest.pl, i.e., splits the system output for a language into smaller
+  files corresponding to individual treebanks. This must be done if we want to evaluate each
+  treebank with different settings, i.e., ignoring enhancements that are not gold-annotated
+  in the treebank. The script takes the input text of one treebank and the CoNLL-U file that
+  starts with annotation of the input text but possibly contains more annotation of other text.
+  Two CoNLL-U files will be generated: the first one corresponds to the input text, the second
+  one is the rest. Therefore, if the language consists of more than two treebanks, the script
+  must be run multiple times. The script can handle sentences that cross the file boundary
+  (nodes whose parents lie in the other file will be re-attached to some other parent). However,
+  the script cannot handle situations where a token crosses the file boundary.
+
+  perl match_and_split_conllu_by_input_text.pl UD_Dutch-Alpino/nl_alpino-ud-test.txt nl.conllu nl_alpino.conllu nl_rest.conllu
+
+evaluate_all.pl
+
+  This script takes one shared task submission (tgz archive with CoNLL-U files for individual
+  languages), unpacks it, checks whether the files are valid and evaluates them. The script is
+  provided as-is and it is not ready to be run outside the shared task submission site. Various
+  paths are hard-coded in the source code! However, the code shows how the evaluation was done
+  using the other tools described above.
+
+  perl evaluate_all.pl team_name submission_id dev|test
+
+html_evaluation.pl
+
+  This script relies on the same fixed folder structure as evaluate_all.pl, and it, too, has
+  a path hard-wired in the source code. It scans the evaluation logs produced by evaluate_all.pl
+  and creates a HTML file with score tables for the submission.
+
+  perl html_evaluation.pl team_name submission_id dev|test
+
+expand_edeps_in_french.pl
+
+  Takes a CoNLL-U file with the cryptic-but-ud-valid encoding of the French double relations,
+  ("xoxdeps") and converts them back to the human-readable form ("fulldeps").
+
+  perl expand_edeps_in_french.pl fr.xoxdeps.conllu > fr.fulldeps.conllu
+
+enhanced_graph_properties.pl
+
+  Reads a CoNLL-U file and collects statistics about the enhanced graphs found in the DEPS
+  column. Some of the statistics target abstract graph-theoretical properties, others target
+  properties specific to Enhanced Universal Dependencies. The script also tries to collect
+  clues about individual enhancement types defined in UD (thus assessing whether the
+  enhancement is annotated in the given dataset).
+
+  perl enhanced_graph_properties.pl file.conllu
+
+
+SYSTEM OUTPUTS
+--------------
+
+The folder "sysoutputs" contains the official primary submission of each team participating
+in the shared task. The folder names are the lowercased team names as used at submission
+time; they slightly differ from the spelling used in the shared task overview paper:
+
+TurkuNLP ....... turkunlp
+Orange ......... orange_deskin
+Emory NLP ...... emorynlp
+FASTPARSE ...... fastparse
+UNIPI .......... unipi
+ShanghaiTech ... shanghaitech_alibaba
+CLASP .......... clasp
+ADAPT .......... adapt
+Køpsala ........ koebsala
+RobertNLP ...... robertnlp
+
+In addition, there are three baseline submissions generated by the shared task organizers
+and described on the shared task website and in the overview paper:
+
+baseline1 ... gold basic trees copied as enhanced graphs
+baseline2 ... UDPipe-predicted basic trees copied as enhanced graphs
+baseline3 ... UDPipe predicted basic trees, then Stanford Enhancer created enhanced graphs from them
+
+
+REFERENCES
+----------
+
+Gosse Bouma, Djamé Seddah, Daniel Zeman (2020).
+  Overview of the IWPT 2020 Shared Task on Parsing into Enhanced Universal Dependencies.
+  In Proceedings of the 16th International Conference on Parsing Technologies and the IWPT 2020
+  Shared Task on Parsing into Enhanced Universal Dependencies, Seattle, WA, USA,
+  ISBN 978-1-952148-11-8
+
+Marie Candito, Bruno Guillaume, Guy Perrier, Djamé Seddah (2017).
+  Enhanced UD Dependencies with Neutralized Diathesis Alternation.
+  In Proceedings of the Fourth International Conference on Dependency Linguistics (Depling 2017),
+  pages 42–53, Pisa, Italy, September 18–20 2017

sysoutputs/adapt/test/ar.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.98 |     99.98 |     99.98 |
+Sentences  |     76.20 |     88.97 |     82.09 |
+Words      |     95.76 |     93.42 |     94.58 |
+UPOS       |     92.88 |     90.60 |     91.73 |     96.99
+XPOS       |     90.26 |     88.05 |     89.14 |     94.25
+UFeats     |     90.39 |     88.18 |     89.27 |     94.39
+AllTags    |     90.00 |     87.80 |     88.89 |     93.99
+Lemmas     |     91.66 |     89.42 |     90.53 |     95.72
+UAS        |     79.46 |     77.52 |     78.48 |     82.98
+LAS        |     75.55 |     73.70 |     74.61 |     78.89
+ELAS       |     48.76 |     69.13 |     57.19 |     78.62
+EULAS      |     50.11 |     71.03 |     58.76 |     80.78
+CLAS       |     71.42 |     71.44 |     71.43 |     75.70
+MLAS       |     65.99 |     66.01 |     66.00 |     69.95
+BLEX       |     68.10 |     68.12 |     68.11 |     72.19

sysoutputs/adapt/test/bg.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.94 |     99.88 |     99.91 |
+Sentences  |     94.33 |     94.00 |     94.17 |
+Words      |     99.94 |     99.88 |     99.91 |
+UPOS       |     99.16 |     99.10 |     99.13 |     99.22
+XPOS       |     97.37 |     97.31 |     97.34 |     97.43
+UFeats     |     98.05 |     97.99 |     98.02 |     98.11
+AllTags    |     96.88 |     96.82 |     96.85 |     96.94
+Lemmas     |     98.18 |     98.12 |     98.15 |     98.24
+UAS        |     93.83 |     93.78 |     93.81 |     93.89
+LAS        |     91.22 |     91.17 |     91.19 |     91.28
+ELAS       |     67.92 |     89.65 |     77.29 |     92.32
+EULAS      |     68.50 |     90.42 |     77.95 |     93.11
+CLAS       |     88.56 |     88.29 |     88.43 |     88.36
+MLAS       |     85.49 |     85.23 |     85.36 |     85.29
+BLEX       |     86.19 |     85.93 |     86.06 |     85.99

sysoutputs/adapt/test/cs.conllu

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b14d3f903e51a7cc907ddbf471f3865e9a76c94bf5f48f3650ed9256ee23ad91
+size 24150051

sysoutputs/adapt/test/cs.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     98.85 |     98.54 |     98.70 |
+Sentences  |     66.72 |     75.84 |     70.99 |
+Words      |     98.85 |     98.54 |     98.70 |
+UPOS       |     96.17 |     95.87 |     96.02 |     97.29
+XPOS       |     90.22 |     89.93 |     90.07 |     91.26
+UFeats     |     90.70 |     90.42 |     90.56 |     91.76
+AllTags    |     88.82 |     88.54 |     88.68 |     89.85
+Lemmas     |     96.30 |     96.00 |     96.15 |     97.42
+UAS        |     86.50 |     86.23 |     86.37 |     87.51
+LAS        |     83.60 |     83.34 |     83.47 |     84.57
+ELAS       |     57.12 |     79.30 |     66.41 |     86.71
+EULAS      |     58.62 |     81.39 |     68.15 |     88.99
+CLAS       |     81.84 |     82.75 |     82.29 |     83.82
+MLAS       |     73.30 |     74.11 |     73.70 |     75.07
+BLEX       |     79.64 |     80.52 |     80.07 |     81.56

sysoutputs/adapt/test/en.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.23 |     99.20 |     99.22 |
+Sentences  |     87.96 |     80.05 |     83.82 |
+Words      |     99.23 |     99.20 |     99.22 |
+UPOS       |     96.00 |     95.97 |     95.98 |     96.74
+XPOS       |     95.30 |     95.28 |     95.29 |     96.05
+UFeats     |     96.06 |     96.03 |     96.04 |     96.80
+AllTags    |     93.51 |     93.48 |     93.50 |     94.24
+Lemmas     |     96.81 |     96.78 |     96.79 |     97.56
+UAS        |     88.04 |     88.02 |     88.03 |     88.73
+LAS        |     85.69 |     85.67 |     85.68 |     86.35
+ELAS       |     60.02 |     85.23 |     70.44 |     89.70
+EULAS      |     60.51 |     85.93 |     71.01 |     90.44
+CLAS       |     83.19 |     82.86 |     83.02 |     83.65
+MLAS       |     77.58 |     77.27 |     77.42 |     78.01
+BLEX       |     80.73 |     80.41 |     80.57 |     81.17

sysoutputs/adapt/test/et.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.61 |     99.80 |     99.70 |
+Sentences  |     92.14 |     87.93 |     89.98 |
+Words      |     99.61 |     99.80 |     99.70 |
+UPOS       |     96.97 |     97.16 |     97.07 |     97.36
+XPOS       |     97.67 |     97.86 |     97.77 |     98.06
+UFeats     |     95.71 |     95.90 |     95.80 |     96.09
+AllTags    |     94.35 |     94.53 |     94.44 |     94.72
+Lemmas     |     95.03 |     95.22 |     95.12 |     95.41
+UAS        |     86.69 |     86.86 |     86.78 |     87.03
+LAS        |     83.93 |     84.09 |     84.01 |     84.26
+ELAS       |     56.39 |     66.72 |     61.12 |     67.98
+EULAS      |     69.50 |     82.23 |     75.33 |     83.78
+CLAS       |     82.60 |     82.59 |     82.60 |     82.79
+MLAS       |     77.65 |     77.64 |     77.65 |     77.83
+BLEX       |     77.64 |     77.63 |     77.64 |     77.82

sysoutputs/adapt/test/fi.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.75 |     99.64 |     99.70 |
+Sentences  |     87.61 |     89.71 |     88.65 |
+Words      |     99.74 |     99.63 |     99.68 |
+UPOS       |     97.97 |     97.86 |     97.91 |     98.22
+XPOS       |     56.21 |     56.14 |     56.17 |     56.35
+UFeats     |     96.71 |     96.60 |     96.65 |     96.96
+AllTags    |     54.59 |     54.53 |     54.56 |     54.73
+Lemmas     |     92.54 |     92.43 |     92.49 |     92.78
+UAS        |     90.95 |     90.85 |     90.90 |     91.19
+LAS        |     89.08 |     88.98 |     89.03 |     89.31
+ELAS       |     62.41 |     86.11 |     72.37 |     91.63
+EULAS      |     63.40 |     87.47 |     73.51 |     93.07
+CLAS       |     87.87 |     87.66 |     87.76 |     88.00
+MLAS       |     83.87 |     83.68 |     83.77 |     84.00
+BLEX       |     79.55 |     79.37 |     79.46 |     79.68

sysoutputs/adapt/test/fr.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.63 |     99.67 |     99.65 |
+Sentences  |     93.52 |     95.19 |     94.35 |
+Words      |     99.08 |     99.39 |     99.23 |
+UPOS       |     95.03 |     95.33 |     95.18 |     95.91
+XPOS       |     74.39 |     74.62 |     74.50 |     75.08
+UFeats     |     76.80 |     77.04 |     76.92 |     77.51
+AllTags    |     55.36 |     55.54 |     55.45 |     55.88
+Lemmas     |     96.44 |     96.74 |     96.59 |     97.33
+UAS        |     90.86 |     91.14 |     91.00 |     91.70
+LAS        |     86.42 |     86.69 |     86.55 |     87.22
+ELAS       |     67.36 |     83.93 |     74.74 |     86.50
+EULAS      |     68.44 |     85.28 |     75.93 |     87.88
+CLAS       |     83.05 |     81.74 |     82.39 |     82.18
+MLAS       |     50.56 |     49.76 |     50.16 |     50.03
+BLEX       |     79.73 |     78.47 |     79.09 |     78.89

sysoutputs/adapt/test/it.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.91 |     99.95 |     99.93 |
+Sentences  |     98.76 |     98.76 |     98.76 |
+Words      |     99.82 |     99.87 |     99.84 |
+UPOS       |     98.43 |     98.47 |     98.45 |     98.61
+XPOS       |     98.29 |     98.34 |     98.32 |     98.47
+UFeats     |     98.25 |     98.30 |     98.28 |     98.43
+AllTags    |     97.62 |     97.67 |     97.64 |     97.80
+Lemmas     |     98.66 |     98.70 |     98.68 |     98.84
+UAS        |     93.88 |     93.92 |     93.90 |     94.05
+LAS        |     92.18 |     92.22 |     92.20 |     92.35
+ELAS       |     59.79 |     90.42 |     71.98 |     94.27
+EULAS      |     60.47 |     91.44 |     72.80 |     95.34
+CLAS       |     88.67 |     88.39 |     88.53 |     88.54
+MLAS       |     86.07 |     85.80 |     85.93 |     85.95
+BLEX       |     87.22 |     86.95 |     87.08 |     87.10

sysoutputs/adapt/test/lt.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.91 |     99.91 |     99.91 |
+Sentences  |     90.03 |     85.82 |     87.87 |
+Words      |     99.91 |     99.91 |     99.91 |
+UPOS       |     93.92 |     93.92 |     93.92 |     94.01
+XPOS       |     85.97 |     85.97 |     85.97 |     86.05
+UFeats     |     87.01 |     87.01 |     87.01 |     87.09
+AllTags    |     84.74 |     84.74 |     84.74 |     84.82
+Lemmas     |     92.26 |     92.26 |     92.26 |     92.35
+UAS        |     76.72 |     76.72 |     76.72 |     76.79
+LAS        |     72.10 |     72.10 |     72.10 |     72.17
+ELAS       |     50.64 |     68.84 |     58.36 |     76.16
+EULAS      |     52.39 |     71.21 |     60.37 |     78.78
+CLAS       |     70.06 |     69.68 |     69.87 |     69.73
+MLAS       |     58.55 |     58.23 |     58.39 |     58.27
+BLEX       |     64.49 |     64.14 |     64.32 |     64.19

sysoutputs/adapt/test/lv.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.40 |     99.26 |     99.33 |
+Sentences  |     98.42 |     99.07 |     98.74 |
+Words      |     99.40 |     99.26 |     99.33 |
+UPOS       |     96.57 |     96.44 |     96.50 |     97.16
+XPOS       |     90.09 |     89.96 |     90.03 |     90.63
+UFeats     |     94.25 |     94.12 |     94.18 |     94.82
+AllTags    |     89.51 |     89.38 |     89.45 |     90.05
+Lemmas     |     96.19 |     96.06 |     96.13 |     96.77
+UAS        |     89.39 |     89.26 |     89.32 |     89.93
+LAS        |     86.51 |     86.39 |     86.45 |     87.03
+ELAS       |     65.46 |     81.03 |     72.41 |     88.07
+EULAS      |     66.01 |     81.72 |     73.03 |     88.82
+CLAS       |     84.54 |     84.26 |     84.40 |     85.15
+MLAS       |     77.03 |     76.78 |     76.90 |     77.59
+BLEX       |     81.27 |     81.00 |     81.13 |     81.85

sysoutputs/adapt/test/nl.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.76 |     99.73 |     99.74 |
+Sentences  |     78.77 |     61.79 |     69.26 |
+Words      |     99.76 |     99.73 |     99.74 |
+UPOS       |     96.99 |     96.96 |     96.97 |     97.22
+XPOS       |     95.82 |     95.79 |     95.81 |     96.06
+UFeats     |     96.89 |     96.86 |     96.87 |     97.13
+AllTags    |     95.25 |     95.22 |     95.23 |     95.48
+Lemmas     |     97.31 |     97.28 |     97.30 |     97.55
+UAS        |     88.17 |     88.14 |     88.16 |     88.39
+LAS        |     85.71 |     85.68 |     85.70 |     85.92
+ELAS       |     57.39 |     82.43 |     67.67 |     86.45
+EULAS      |     57.97 |     83.27 |     68.36 |     87.33
+CLAS       |     80.34 |     80.02 |     80.18 |     80.24
+MLAS       |     76.26 |     75.96 |     76.11 |     76.17
+BLEX       |     77.78 |     77.47 |     77.63 |     77.69

sysoutputs/adapt/test/pertreebank/ar_padt-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.98 |     99.98 |     99.98 |
+Sentences  |     76.20 |     88.97 |     82.09 |
+Words      |     95.76 |     93.42 |     94.58 |
+UPOS       |     92.88 |     90.60 |     91.73 |     96.99
+XPOS       |     90.26 |     88.05 |     89.14 |     94.25
+UFeats     |     90.39 |     88.18 |     89.27 |     94.39
+AllTags    |     90.00 |     87.80 |     88.89 |     93.99
+Lemmas     |     91.66 |     89.42 |     90.53 |     95.72
+UAS        |     79.46 |     77.52 |     78.48 |     82.98
+LAS        |     75.55 |     73.70 |     74.61 |     78.89
+ELAS       |     48.77 |     69.13 |     57.19 |     78.59
+EULAS      |     50.11 |     71.03 |     58.77 |     80.76
+CLAS       |     71.42 |     71.44 |     71.43 |     75.70
+MLAS       |     65.99 |     66.01 |     66.00 |     69.95
+BLEX       |     68.10 |     68.12 |     68.11 |     72.19

sysoutputs/adapt/test/pertreebank/bg_btb-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.94 |     99.88 |     99.91 |
+Sentences  |     94.33 |     94.00 |     94.17 |
+Words      |     99.94 |     99.88 |     99.91 |
+UPOS       |     99.16 |     99.10 |     99.13 |     99.22
+XPOS       |     97.37 |     97.31 |     97.34 |     97.43
+UFeats     |     98.05 |     97.99 |     98.02 |     98.11
+AllTags    |     96.88 |     96.82 |     96.85 |     96.94
+Lemmas     |     98.18 |     98.12 |     98.15 |     98.24
+UAS        |     93.83 |     93.78 |     93.81 |     93.89
+LAS        |     91.22 |     91.17 |     91.19 |     91.28
+ELAS       |     67.92 |     89.65 |     77.29 |     92.32
+EULAS      |     68.50 |     90.42 |     77.95 |     93.11
+CLAS       |     88.56 |     88.29 |     88.43 |     88.36
+MLAS       |     85.49 |     85.23 |     85.36 |     85.29
+BLEX       |     86.19 |     85.93 |     86.06 |     85.99

sysoutputs/adapt/test/pertreebank/cs_cac-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.99 |     99.98 |     99.99 |
+Sentences  |     99.68 |     99.84 |     99.76 |
+Words      |     99.98 |     99.97 |     99.98 |
+UPOS       |     99.42 |     99.41 |     99.42 |     99.44
+XPOS       |     96.79 |     96.78 |     96.78 |     96.80
+UFeats     |     96.53 |     96.52 |     96.52 |     96.55
+AllTags    |     96.19 |     96.18 |     96.18 |     96.21
+Lemmas     |     98.77 |     98.76 |     98.76 |     98.78
+UAS        |     93.34 |     93.33 |     93.34 |     93.36
+LAS        |     91.43 |     91.42 |     91.42 |     91.44
+ELAS       |     61.65 |     85.73 |     71.72 |     95.97
+EULAS      |     62.99 |     87.59 |     73.28 |     98.05
+CLAS       |     89.64 |     89.72 |     89.68 |     89.75
+MLAS       |     85.37 |     85.45 |     85.41 |     85.48
+BLEX       |     88.26 |     88.34 |     88.30 |     88.37

sysoutputs/adapt/test/pertreebank/cs_fictree-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.85 |     99.78 |     99.82 |
+Sentences  |     54.83 |     61.50 |     57.98 |
+Words      |     99.82 |     99.74 |     99.78 |
+UPOS       |     96.31 |     96.23 |     96.27 |     96.48
+XPOS       |     76.37 |     76.31 |     76.34 |     76.51
+UFeats     |     79.45 |     79.39 |     79.42 |     79.59
+AllTags    |     72.30 |     72.24 |     72.27 |     72.43
+Lemmas     |     96.90 |     96.82 |     96.86 |     97.07
+UAS        |     87.95 |     87.88 |     87.91 |     88.10
+LAS        |     84.96 |     84.90 |     84.93 |     85.12
+ELAS       |     61.96 |     80.54 |     70.04 |     87.90
+EULAS      |     63.62 |     82.69 |     71.91 |     90.25
+CLAS       |     82.57 |     85.11 |     83.82 |     85.23
+MLAS       |     54.81 |     56.50 |     55.64 |     56.58
+BLEX       |     79.42 |     81.86 |     80.62 |     81.97

sysoutputs/adapt/test/pertreebank/cs_pdt-ud-test-sys.conllu

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ddeda748191f9595c1e1ee64047f7b415c72a128b0ccb4a3fdd07650123b7ad0
+size 19126488

sysoutputs/adapt/test/pertreebank/cs_pdt-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     98.71 |     98.39 |     98.55 |
+Sentences  |     64.99 |     74.67 |     69.49 |
+Words      |     98.72 |     98.40 |     98.56 |
+UPOS       |     96.11 |     95.80 |     95.95 |     97.36
+XPOS       |     91.19 |     90.90 |     91.05 |     92.38
+UFeats     |     91.45 |     91.16 |     91.31 |     92.64
+AllTags    |     90.03 |     89.74 |     89.89 |     91.20
+Lemmas     |     96.18 |     95.87 |     96.02 |     97.43
+UAS        |     85.95 |     85.67 |     85.81 |     87.06
+LAS        |     83.18 |     82.91 |     83.05 |     84.27
+ELAS       |     56.63 |     78.91 |     65.94 |     86.26
+EULAS      |     58.11 |     80.98 |     67.67 |     88.52
+CLAS       |     81.65 |     82.45 |     82.05 |     83.65
+MLAS       |     74.51 |     75.25 |     74.88 |     76.34
+BLEX       |     79.49 |     80.27 |     79.88 |     81.44

sysoutputs/adapt/test/pertreebank/cs_pud-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     98.59 |     97.97 |     98.28 |
+Sentences  |     81.70 |     91.10 |     86.15 |
+Words      |     98.59 |     97.97 |     98.28 |
+UPOS       |     94.73 |     94.14 |     94.44 |     96.09
+XPOS       |     89.70 |     89.15 |     89.42 |     90.99
+UFeats     |     90.42 |     89.86 |     90.14 |     91.72
+AllTags    |     88.07 |     87.52 |     87.80 |     89.33
+Lemmas     |     95.47 |     94.88 |     95.18 |     96.84
+UAS        |     86.41 |     85.87 |     86.14 |     87.64
+LAS        |     81.71 |     81.20 |     81.46 |     82.88
+ELAS       |     54.81 |     77.88 |     64.34 |     84.29
+EULAS      |     56.47 |     80.24 |     66.29 |     86.84
+CLAS       |     78.49 |     79.44 |     78.96 |     80.66
+MLAS       |     70.34 |     71.19 |     70.77 |     72.29
+BLEX       |     76.14 |     77.07 |     76.60 |     78.25

sysoutputs/adapt/test/pertreebank/en_ewt-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     98.93 |     98.86 |     98.90 |
+Sentences  |     84.04 |     71.74 |     77.40 |
+Words      |     98.93 |     98.86 |     98.90 |
+UPOS       |     95.90 |     95.83 |     95.87 |     96.94
+XPOS       |     95.62 |     95.55 |     95.58 |     96.65
+UFeats     |     96.35 |     96.28 |     96.32 |     97.39
+AllTags    |     94.48 |     94.41 |     94.44 |     95.50
+Lemmas     |     97.40 |     97.33 |     97.37 |     98.46
+UAS        |     86.75 |     86.69 |     86.72 |     87.69
+LAS        |     84.45 |     84.39 |     84.42 |     85.36
+ELAS       |     61.00 |     83.79 |     70.61 |     88.25
+EULAS      |     61.43 |     84.38 |     71.10 |     88.87
+CLAS       |     81.48 |     81.25 |     81.37 |     82.33
+MLAS       |     77.46 |     77.24 |     77.35 |     78.27
+BLEX       |     80.08 |     79.86 |     79.97 |     80.91

sysoutputs/adapt/test/pertreebank/en_pud-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.58 |     99.61 |     99.59 |
+Sentences  |     94.74 |     97.30 |     96.00 |
+Words      |     99.58 |     99.61 |     99.59 |
+UPOS       |     96.11 |     96.14 |     96.12 |     96.52
+XPOS       |     94.93 |     94.96 |     94.95 |     95.33
+UFeats     |     95.71 |     95.74 |     95.72 |     96.11
+AllTags    |     92.36 |     92.39 |     92.37 |     92.75
+Lemmas     |     96.10 |     96.13 |     96.11 |     96.51
+UAS        |     89.58 |     89.60 |     89.59 |     89.95
+LAS        |     87.15 |     87.18 |     87.17 |     87.52
+ELAS       |     58.93 |     86.93 |     70.25 |     91.41
+EULAS      |     59.50 |     87.76 |     70.92 |     92.28
+CLAS       |     85.34 |     84.87 |     85.10 |     85.29
+MLAS       |     77.72 |     77.30 |     77.51 |     77.68
+BLEX       |     81.54 |     81.10 |     81.32 |     81.50

sysoutputs/adapt/test/pertreebank/et_edt-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.96 |     99.96 |     99.96 |
+Sentences  |     93.40 |     89.79 |     91.56 |
+Words      |     99.96 |     99.96 |     99.96 |
+UPOS       |     97.58 |     97.58 |     97.58 |     97.62
+XPOS       |     98.24 |     98.23 |     98.24 |     98.28
+UFeats     |     96.36 |     96.36 |     96.36 |     96.40
+AllTags    |     95.16 |     95.15 |     95.15 |     95.19
+Lemmas     |     95.50 |     95.50 |     95.50 |     95.54
+UAS        |     87.92 |     87.92 |     87.92 |     87.95
+LAS        |     85.26 |     85.26 |     85.26 |     85.29
+ELAS       |     57.32 |     68.22 |     62.29 |     68.69
+EULAS      |     70.78 |     84.25 |     76.93 |     84.82
+CLAS       |     83.89 |     83.76 |     83.83 |     83.80
+MLAS       |     79.28 |     79.16 |     79.22 |     79.19
+BLEX       |     78.99 |     78.87 |     78.93 |     78.90

sysoutputs/adapt/test/pertreebank/et_ewt-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     97.92 |     99.04 |     98.48 |
+Sentences  |     84.34 |     76.92 |     80.46 |
+Words      |     97.92 |     99.04 |     98.48 |
+UPOS       |     94.07 |     95.14 |     94.60 |     96.07
+XPOS       |     94.99 |     96.07 |     95.53 |     97.01
+UFeats     |     92.62 |     93.68 |     93.14 |     94.59
+AllTags    |     90.51 |     91.54 |     91.03 |     92.43
+Lemmas     |     92.80 |     93.85 |     93.32 |     94.77
+UAS        |     80.86 |     81.78 |     81.32 |     82.57
+LAS        |     77.62 |     78.51 |     78.06 |     79.27
+ELAS       |     52.02 |     59.93 |     55.70 |     64.53
+EULAS      |     63.44 |     73.10 |     67.93 |     78.70
+CLAS       |     76.35 |     76.88 |     76.62 |     77.82
+MLAS       |     69.77 |     70.26 |     70.02 |     71.12
+BLEX       |     71.10 |     71.60 |     71.35 |     72.47

sysoutputs/adapt/test/pertreebank/fi_pud-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.76 |     99.58 |     99.67 |
+Sentences  |     85.30 |     92.30 |     88.66 |
+Words      |     99.75 |     99.58 |     99.66 |
+UPOS       |     98.21 |     98.04 |     98.12 |     98.46
+XPOS       |      0.00 |      0.00 |      0.00 |      0.00
+UFeats     |     97.16 |     97.00 |     97.08 |     97.41
+AllTags    |      0.00 |      0.00 |      0.00 |      0.00
+Lemmas     |     92.65 |     92.49 |     92.57 |     92.89
+UAS        |     91.76 |     91.61 |     91.69 |     92.00
+LAS        |     89.93 |     89.78 |     89.86 |     90.16
+ELAS       |     60.49 |     87.66 |     71.58 |     89.18
+EULAS      |     61.50 |     89.12 |     72.78 |     90.66
+CLAS       |     88.57 |     88.34 |     88.45 |     88.79
+MLAS       |     84.90 |     84.67 |     84.78 |     85.10
+BLEX       |     80.33 |     80.12 |     80.22 |     80.53

sysoutputs/adapt/test/pertreebank/fi_tdt-ud-test.eval.log

@@ -0,0 +1,17 @@
+Metric     | Precision |    Recall |  F1 Score | AligndAcc
+-----------+-----------+-----------+-----------+-----------
+Tokens     |     99.75 |     99.68 |     99.71 |
+Sentences  |     89.24 |     88.04 |     88.64 |
+Words      |     99.74 |     99.66 |     99.70 |
+UPOS       |     97.79 |     97.72 |     97.75 |     98.05
+XPOS       |     98.35 |     98.27 |     98.31 |     98.60
+UFeats     |     96.37 |     96.30 |     96.33 |     96.62
+AllTags    |     95.52 |     95.45 |     95.48 |     95.77
+Lemmas     |     92.46 |     92.39 |     92.42 |     92.70
+UAS        |     90.34 |     90.28 |     90.31 |     90.58
+LAS        |     88.44 |     88.37 |     88.41 |     88.67
+ELAS       |     63.97 |     85.03 |     73.02 |     93.33
+EULAS      |     64.94 |     86.32 |     74.12 |     94.74
+CLAS       |     87.32 |     87.15 |     87.24 |     87.40
+MLAS       |     83.08 |     82.92 |     83.00 |     83.16
+BLEX       |     78.96 |     78.80 |     78.88 |     79.03