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elmurod1202
/
SimRelUz_semantic_evaluation_dataset

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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 5 new columns ({'Word Frq in Corpus', 'WORD', 'Count in Pairs', 'TYPE', 'Word Frq Level'}) and 28 missing columns ({'s9', 'r1', 'rel_avg', 'Relation', 'r2', 'sim_avg', 's11', 's6', 'r10', 's3', 's5', 'r7', 's8', 'r11', 'r3', 'r4', 's7', 'Word-1', 'Word-2', 's4', 's2', 'r8', 'r5', 'ID', 's10', 's1', 'r6', 'r9'}).

This happened while the csv dataset builder was generating data using

hf://datasets/elmurod1202/SimRelUz_semantic_evaluation_dataset/wordlist.csv (at revision e10ced5885eee436783059b4b6b4c8cc50d3576b)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              WORD: string
              POS: string
              TYPE: string
              Count in Pairs: int64
              Word Frq in Corpus: double
              Word Frq Level: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 974
              to
              {'ID': Value(dtype='int64', id=None), 'Word-1': Value(dtype='string', id=None), 'Word-2': Value(dtype='string', id=None), 'Relation': Value(dtype='string', id=None), 'POS': Value(dtype='string', id=None), 'sim_avg': Value(dtype='float64', id=None), 'rel_avg': Value(dtype='float64', id=None), 's1': Value(dtype='int64', id=None), 's2': Value(dtype='int64', id=None), 's3': Value(dtype='int64', id=None), 's4': Value(dtype='int64', id=None), 's5': Value(dtype='int64', id=None), 's6': Value(dtype='int64', id=None), 's7': Value(dtype='int64', id=None), 's8': Value(dtype='int64', id=None), 's9': Value(dtype='int64', id=None), 's10': Value(dtype='int64', id=None), 's11': Value(dtype='int64', id=None), 'r1': Value(dtype='int64', id=None), 'r2': Value(dtype='int64', id=None), 'r3': Value(dtype='int64', id=None), 'r4': Value(dtype='int64', id=None), 'r5': Value(dtype='int64', id=None), 'r6': Value(dtype='int64', id=None), 'r7': Value(dtype='int64', id=None), 'r8': Value(dtype='int64', id=None), 'r9': Value(dtype='int64', id=None), 'r10': Value(dtype='int64', id=None), 'r11': Value(dtype='int64', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 5 new columns ({'Word Frq in Corpus', 'WORD', 'Count in Pairs', 'TYPE', 'Word Frq Level'}) and 28 missing columns ({'s9', 'r1', 'rel_avg', 'Relation', 'r2', 'sim_avg', 's11', 's6', 'r10', 's3', 's5', 'r7', 's8', 'r11', 'r3', 'r4', 's7', 'Word-1', 'Word-2', 's4', 's2', 'r8', 'r5', 'ID', 's10', 's1', 'r6', 'r9'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/elmurod1202/SimRelUz_semantic_evaluation_dataset/wordlist.csv (at revision e10ced5885eee436783059b4b6b4c8cc50d3576b)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

ID
int64
Word-1
string
Word-2
string
Relation
string
POS
string
sim_avg
float64
rel_avg
float64
s1
int64
s2
int64
s3
int64
s4
int64
s5
int64
s6
int64
s7
int64
s8
int64
s9
int64
s10
int64
s11
int64
r1
int64
r2
int64
r3
int64
r4
int64
r5
int64
r6
int64
r7
int64
r8
int64
r9
int64
r10
int64
r11
int64
609
katta
ulkan
syn
ADJ
7.91
8.73
8
8
9
8
8
9
6
7
8
8
8
9
10
7
7
9
9
9
9
8
10
9
610
milliy
mahalliy
syn
ADJ
7.64
6.91
6
10
6
6
7
7
8
10
9
7
8
8
6
6
7
6
7
6
7
8
6
9
611
mazkur
joriy
syn
ADJ
6.36
7.09
6
7
6
7
6
6
5
7
6
6
8
7
7
6
7
6
8
8
7
7
6
9
612
muhim
zarur
syn
ADJ
7.09
7.64
9
7
7
6
6
9
7
7
6
8
6
9
8
7
8
9
9
6
6
8
8
6
613
iqtisodiy
moliyaviy
syn
ADJ
8
7.82
7
8
8
8
8
7
10
8
8
9
7
9
8
7
6
8
8
10
8
6
8
8
614
zamonaviy
yetuk
syn
ADJ
7.09
7.91
6
8
7
9
6
6
6
6
9
8
7
8
8
9
10
7
8
6
9
6
8
8
615
joriy
hozirgi
syn
ADJ
6.82
7.73
9
9
6
6
6
8
6
6
6
6
7
9
9
7
7
6
9
7
9
7
9
6
616
kichik
mitti
syn
ADJ
8.27
7.27
10
9
6
9
8
8
10
10
6
8
7
9
7
7
6
6
9
6
8
6
8
8
617
yuksak
oliy
syn
ADJ
7.73
8.73
7
9
6
8
8
7
8
8
8
8
8
9
9
7
10
9
9
9
10
8
7
9
618
hozirgi
mazkur
syn
ADJ
7.82
8
7
8
6
8
7
7
7
10
10
8
8
8
9
7
8
9
9
6
7
8
8
9
619
xususiy
shaxsiy
syn
ADJ
7.64
8.09
7
9
9
8
7
8
7
6
7
10
6
9
9
9
8
6
8
8
9
8
9
6
620
mustaqil
demokratik
syn
ADJ
7.55
8.09
8
7
6
8
6
8
8
10
6
8
8
9
9
6
9
7
9
10
9
7
6
8
621
ulkan
yirik
syn
ADJ
7.82
8.45
7
8
7
6
6
9
10
10
9
8
6
9
8
7
8
9
9
10
8
9
8
8
622
doimiy
muntazam
syn
ADJ
7.27
7.73
7
7
6
7
9
9
6
6
6
9
8
9
9
7
8
6
9
7
6
7
9
8
623
erkin
mustaqil
syn
ADJ
7.73
8.27
9
6
6
6
8
8
7
10
9
8
8
10
7
8
9
8
10
6
9
6
9
9
624
yagona
yakka
syn
ADJ
7.45
8.09
8
6
6
7
9
8
8
7
9
8
6
9
8
6
7
6
9
9
10
9
10
6
625
mashhur
taniqli
syn
ADJ
8.45
9.27
10
9
8
8
7
9
7
9
10
8
8
10
9
9
10
8
10
8
10
10
9
9
626
teng
barobar
syn
ADJ
8.73
9.55
9
8
9
7
10
9
8
8
10
9
9
10
10
10
9
10
9
10
9
10
9
9
627
mustahkam
barqaror
syn
ADJ
7.91
7.73
7
10
6
6
7
9
10
10
8
6
8
9
6
8
7
9
9
8
7
6
8
8
628
tub
mahalliy
syn
ADJ
7.91
7.18
8
7
6
10
6
7
8
10
9
9
7
9
9
6
6
8
8
7
6
6
6
8
629
boshlang'ich
dastlabki
syn
ADJ
7.55
8.45
9
9
7
6
7
7
6
8
10
8
6
10
10
7
7
9
8
7
10
9
8
8
630
ilg'or
zamonaviy
syn
ADJ
7.36
8.27
8
8
8
7
7
8
6
6
7
8
8
9
10
9
9
9
9
6
7
7
7
9
631
muqaddas
aziz
syn
ADJ
7
8.27
5
7
7
8
9
9
6
8
6
6
6
10
8
7
9
9
9
8
9
8
6
8
632
xaqiqiy
asl
syn
ADJ
8.09
8.45
8
8
6
7
10
9
7
9
8
9
8
9
10
8
9
8
9
8
7
10
6
9
633
bo'sh
quruq
syn
ADJ
7.18
7.18
6
7
8
6
8
6
9
6
9
8
6
9
8
7
6
8
8
6
8
6
7
6
634
ozod
mustaqil
syn
ADJ
8
8
9
6
7
6
9
10
10
8
9
6
8
9
9
8
6
7
10
6
10
6
8
9
635
barobar
tengdosh
syn
ADJ
7.09
8.18
7
6
7
7
7
8
6
7
9
6
8
10
8
9
6
6
10
7
10
8
7
9
636
quyi
past
syn
ADJ
7.55
8.27
9
8
7
7
7
10
6
7
6
8
8
10
8
8
9
8
10
7
9
7
7
8
637
keskin
jadal
syn
ADJ
8.45
7.82
7
9
9
8
9
9
7
9
8
9
9
8
7
8
9
8
7
8
7
8
8
8
638
yomon
salbiy
syn
ADJ
7
8.45
8
6
6
7
7
8
8
6
7
6
8
9
9
8
7
9
9
10
7
8
8
9
639
bemor
betob
syn
ADJ
8.36
8.64
10
10
8
9
9
8
8
8
8
8
6
10
10
9
10
9
8
7
7
9
7
9
640
tinch
osoyishta
syn
ADJ
8.64
9.09
9
9
9
8
9
9
9
9
8
9
7
10
9
9
9
8
9
10
10
9
8
9
641
sobiq
oldingi
syn
ADJ
7.91
7.64
8
6
9
7
7
8
8
9
9
9
7
8
7
7
7
8
10
7
6
7
9
8
642
faxriy
nuroniy
syn
ADJ
7.18
8
8
7
6
7
8
6
8
7
6
8
8
9
7
7
7
9
9
9
8
6
8
9
643
sevimli
suyukli
syn
ADJ
8.64
8.64
9
8
8
9
8
8
8
9
9
10
9
10
9
9
9
8
8
7
9
10
9
7
644
keksa
nuroniy
syn
ADJ
7.82
8.36
10
8
8
6
6
8
6
8
8
9
9
10
10
8
8
7
9
7
7
10
8
8
645
xolis
betaraf
syn
ADJ
8.55
8.91
8
9
8
7
9
8
9
9
9
9
9
9
10
9
7
8
9
10
8
9
10
9
646
muttasil
muntazam
syn
ADJ
7.91
7.64
9
8
8
8
8
8
7
6
8
9
8
9
9
6
6
7
8
8
9
7
6
9
647
yaxlit
butun
syn
ADJ
8.09
8.73
9
10
6
9
6
10
6
7
9
9
8
10
10
8
7
8
10
7
9
10
8
9
648
lirik
mumtoz
syn
ADJ
8.09
9.27
6
7
8
9
10
8
9
7
10
8
7
8
8
9
10
9
9
9
10
11
10
9
649
g'aroyib
ajabtovur
syn
ADJ
8.73
9.09
8
9
9
8
9
8
9
9
9
10
8
9
10
10
9
10
8
9
10
9
8
8
650
kambag'al
miskin
syn
ADJ
7.82
7.45
7
7
6
8
9
8
6
7
10
8
10
8
9
8
8
6
8
7
7
6
8
7
651
tekin
bepul
syn
ADJ
8.45
9.45
8
10
8
9
9
9
8
7
9
7
9
10
10
9
10
10
9
10
9
10
8
9
652
mahkum
mahbus
syn
ADJ
8.45
8.82
10
10
9
9
9
7
9
9
6
6
9
10
10
9
10
7
8
10
9
8
8
8
653
mahkam
mustahkam
syn
ADJ
7.18
8.36
9
6
6
7
6
9
9
6
6
7
8
10
7
7
8
9
9
10
9
7
8
8
654
jozibador
latofatli
syn
ADJ
7.91
9
8
9
7
8
8
8
9
6
8
8
8
9
10
7
10
8
9
9
9
9
10
9
655
dindor
taqvodor
syn
ADJ
7.82
8.09
9
8
7
6
6
9
10
10
7
8
6
10
9
9
7
7
9
7
8
8
8
7
656
yupqa
nozik
syn
ADJ
7
7.82
7
8
6
8
7
6
6
7
6
8
8
9
9
8
8
8
8
8
7
6
6
9
657
yakka
birgina
syn
ADJ
7
7.64
8
7
7
6
8
7
6
8
6
8
6
9
7
8
7
6
8
8
9
6
8
8
658
hayoli
iboli
syn
ADJ
8.55
9.36
8
9
8
9
8
8
9
9
10
8
8
9
9
9
10
8
9
10
10
10
10
9
659
suveren
mustaqil
syn
ADJ
8.09
8.82
7
10
7
9
9
8
8
8
8
8
7
9
10
8
8
10
9
9
8
9
8
9
660
telba
nodon
syn
ADJ
8.36
9.27
8
7
8
9
9
7
9
9
10
8
8
10
9
10
9
8
8
9
9
10
9
11
661
chiroyli
latofatli
syn
ADJ
7.91
8.73
10
9
7
7
8
7
8
9
9
6
7
10
9
8
8
8
8
9
10
9
8
9
662
samoviy
fazoviy
syn
ADJ
8.45
9.09
9
9
9
9
9
8
9
6
8
8
9
9
9
10
9
10
8
10
8
9
10
8
663
betob
bemor
syn
ADJ
8.45
8.45
10
7
8
9
9
7
8
10
9
8
8
10
9
8
10
9
8
6
8
9
8
8
664
tetik
ildam
syn
ADJ
7.55
8.09
8
6
6
8
9
8
6
9
7
8
8
9
7
6
9
8
8
8
10
8
8
8
665
barxayot
abadiy
syn
ADJ
7.64
8.64
8
9
7
8
8
7
9
6
6
8
8
9
9
9
9
8
8
9
9
8
8
9
666
uyushgan
birlashgan
syn
ADJ
7.36
8.18
7
9
6
8
7
8
6
8
6
8
8
9
9
7
8
8
8
8
9
7
8
9
667
mahbus
tutqin
syn
ADJ
8.27
9.09
9
9
9
8
8
8
7
10
8
8
7
10
10
10
8
9
9
9
10
9
8
8
668
unumdor
hosildor
syn
ADJ
8.73
9.18
8
9
9
10
9
8
9
10
7
8
9
9
10
9
10
8
8
10
10
8
9
10
669
ayovsiz
shafqatsiz
syn
ADJ
8.18
9.18
9
10
8
7
8
8
9
7
8
8
8
10
10
9
8
9
9
10
9
9
9
9
670
ziyrak
chaqqon
syn
ADJ
7.82
8.27
9
9
9
9
8
7
7
7
7
8
6
9
9
7
10
9
7
9
7
9
6
9
671
nopok
iflos
syn
ADJ
8
8.82
9
8
6
6
8
8
10
8
7
9
9
10
8
8
9
8
9
10
8
8
10
9
672
yirtqich
yovvoyi
syn
ADJ
8.27
9.09
8
10
9
8
9
7
8
10
6
8
8
10
10
10
9
10
8
9
10
7
8
9
673
mayda
kichik
syn
ADJ
7.64
7.18
9
8
9
6
9
7
8
7
6
9
6
8
8
6
7
6
8
9
7
6
8
6
674
samarador
foydali
syn
ADJ
7.55
8.27
8
6
7
8
7
8
10
6
6
9
8
9
8
8
8
9
9
7
9
8
8
8
675
nosoz
buzuq
syn
ADJ
8.36
8.91
9
10
8
8
8
9
9
7
9
9
6
10
10
8
9
8
9
9
9
9
8
9
676
uyg'oq
bedor
syn
ADJ
8.09
8.91
8
9
7
8
9
8
8
9
9
8
6
9
9
8
8
10
8
10
10
9
8
9
677
shaffof
tiniq
syn
ADJ
9.09
9.18
10
9
8
9
8
9
10
10
7
10
10
10
10
9
8
9
10
10
8
9
9
9
678
hosildor
serhosil
syn
ADJ
8.36
9.27
10
8
8
9
7
9
9
7
9
8
8
10
9
9
10
8
9
10
10
10
8
9
679
dumaloq
yumaloq
syn
ADJ
7.55
8.64
10
8
7
8
8
7
8
6
7
8
6
10
8
8
8
9
8
9
9
8
10
8
680
manfaatli
foydali
syn
ADJ
7.55
9.18
8
8
7
7
9
9
9
6
8
6
6
9
9
8
9
9
10
9
9
8
10
11
681
charog'on
yorug'
syn
ADJ
7.55
8.09
7
9
7
8
8
8
6
8
7
8
7
8
9
8
8
9
9
8
8
8
8
6
682
tansiq
mazali
syn
ADJ
7.27
8.36
8
9
7
7
6
8
7
6
8
8
6
9
10
9
7
7
9
8
8
9
8
8
683
devona
telba
syn
ADJ
8
8.09
9
9
8
10
6
8
8
8
7
8
7
9
9
8
6
7
8
9
9
8
8
8
684
g'amgin
xafa
syn
ADJ
7.73
8.27
9
9
9
6
8
8
9
6
7
8
6
9
9
9
8
9
9
6
9
8
7
8
685
serqatnov
gavjum
syn
ADJ
8.27
7.73
9
7
7
7
8
9
10
9
9
8
8
9
8
6
7
8
9
10
6
6
8
8
686
tuganmas
abadiy
syn
ADJ
7.82
7.82
9
6
8
8
7
8
8
7
8
9
8
9
7
7
7
10
9
9
6
6
7
9
687
ajabtovur
g'ayritabiiy
syn
ADJ
8.36
8.82
8
9
9
8
9
9
9
6
9
8
8
9
9
9
8
8
10
9
9
9
8
9
688
chidamli
mustahkam
syn
ADJ
7.55
8.45
10
8
8
6
6
8
7
7
6
9
8
10
9
9
8
8
9
8
9
7
8
8
689
dangasa
yalqov
syn
ADJ
8.27
9.27
9
10
8
9
8
8
9
9
9
6
6
10
10
8
10
10
9
9
10
10
7
9
690
benuqson
zararsiz
syn
ADJ
8
8
8
9
7
7
8
6
7
9
9
9
9
9
9
9
8
8
6
8
7
10
8
6
691
dovyurak
botir
syn
ADJ
8.45
9
10
10
9
7
7
9
10
8
8
6
9
10
10
9
9
8
9
10
10
8
7
9
692
mayib
yarador
syn
ADJ
7.64
7.73
8
7
6
9
6
8
8
8
8
8
8
9
7
8
7
9
8
7
6
7
8
9
693
totuv
inoq
syn
ADJ
8.73
9.18
8
10
8
9
9
9
9
9
7
8
10
8
10
9
9
10
10
10
10
8
8
9
694
ajnabiy
xorijiy
syn
ADJ
8
8.36
8
9
6
9
9
8
8
8
6
8
9
9
9
7
9
7
10
9
10
7
7
8
695
sevikli
suyukli
syn
ADJ
8.09
9.18
8
9
8
8
7
9
9
7
8
8
8
9
10
8
10
8
9
10
9
9
10
9
696
manfur
razil
syn
ADJ
7.36
7.91
6
8
6
6
7
9
6
9
8
8
8
7
9
7
8
8
6
8
9
9
7
9
697
malla
sariq
syn
ADJ
7.55
8
9
8
6
6
7
8
9
10
6
8
6
10
8
8
8
8
10
7
6
7
8
8
698
dang'illama
hashamatli
syn
ADJ
7
7.82
9
6
6
6
5
9
6
7
6
8
9
9
8
7
8
8
9
6
10
7
8
6
699
havoyi
yuzaki
syn
ADJ
7
8.18
8
7
7
7
6
6
8
6
7
6
9
9
9
7
8
8
7
10
8
7
9
8
700
uchqur
chopqir
syn
ADJ
8.27
8.82
8
9
8
9
9
10
7
8
7
8
8
8
9
8
9
9
10
10
9
9
8
8
701
surunkali
doimiy
syn
ADJ
8
6.73
9
7
6
6
7
10
9
9
9
8
8
5
7
7
7
8
8
6
6
6
6
8
702
taqchil
noyob
syn
ADJ
7.73
8.73
7
9
7
9
6
8
6
8
9
8
8
9
9
9
10
9
8
9
7
9
8
9
703
topqir
zukko
syn
ADJ
8
8.91
8
9
9
6
6
9
8
10
9
8
6
9
9
9
8
9
10
9
8
9
10
8
704
behalovat
bezovta
syn
ADJ
8.18
9
10
8
8
7
8
9
10
8
7
8
7
10
9
9
8
8
10
10
9
7
11
8
705
biyron
sergap
syn
ADJ
8.45
8.55
9
7
7
9
8
8
10
9
9
8
9
10
8
8
10
8
7
10
8
7
9
9
706
kasalmant
dardmand
syn
ADJ
8.27
9.09
9
7
9
7
8
8
9
8
10
7
9
10
8
9
9
10
9
9
8
10
9
9
707
arzanda
erkatoy
syn
ADJ
8
8.91
9
7
8
8
7
8
8
6
10
9
8
10
9
9
9
8
9
9
9
10
7
9
708
mislsiz
cheksiz
syn
ADJ
8.36
8.82
10
9
8
8
8
9
9
6
8
9
8
10
10
8
8
9
10
10
7
9
8
8
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SimRelUz: Similarity and Relatedness scores as a Semantic Evaluation dataset for Uzbek language

We present a semantic model evaluation dataset: SimRelUz - a collection of similarity and relatedness scores of word pairs for Uzbek language. The dataset consists of more than a thousand pairs of words carefully selected based on their morphological features, occurrence frequency, semantic relation, as well as annotated by eleven native Uzbek speakers from different age groups and gender. Additionally, we also present a web-based tool to annotate similarity and relatedness scores. We also share the code to generate the scatter-plot to visualize word-pairs in a vector space.

GitHub repo of the project

About The Project

Visualisation of word-pairs of database in the vector space

There are many language models that have been created that yield good quality semantic knowledge, yet their evaluation depends on gold standard datasets that have word/concept pairs scored by their semantic relations (such as synonymy, antonymy, meronymy, hypernymy, etc.), that come with cost due to their time-consuming context-generation process and high dependence on human annotators.

Current project aims to present, to our knowledge, the first semantic similarity and relatedness dataset for Uzbek language. Furthermore, this repository includes a publicly-availabel code for the web-based tool created for semantic evaluation annotation.

Feel free to use the dataset and the tool presented in this project, and if you find it useful, plese make sure to cite the paper here (coming soon...) Demo of the web-based annotation tool can be seen here.

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Built With

Programming language used:

These are the major libraries used inside Python:

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Dataset

The visual representation of the dataset (word-pairs of database in the vector space) can be seen at the above diagram. The dataset is composed of 1418 word pairs from different word types (nouns, adjectives and verbs), different word forms (root, inflectional, derivational), with different frequencies (high, mid, low frequencies, rare and OOV words), and with diverse pre-established semantic relations (synonym, antonym, meronym, hypernym, not related). All the pairs have two scores, one for semantic similarity, while the other is for semantic relatedness. No field in the dataset was left empty (as was requested from annotators in the guidelines, even for the OOV cases).

More detailed information can be seen in the table below:

Word classes Word forms Word frequencies
Nouns 1154 Root form 995 High frequency 1136
Verbs 351 Infelctional 423 Medium frequency 448
Adjectives 457 Derivational 544 Low frequency & OOV 378
Total number of unique words: 1962

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Web tool

The user-interface of the presented web-based semantic evaluation tool designed for multiple-user annotation can be seen below in this picture:

Web-based annotation tool user interface

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License

Distributed under the GNU GENERAL PUBLIC LICENSE. See LICENSE.txt for more information.

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Acknowledgments

We would like to thank the NLP team of the Department of Information Technologies, Urgench State university for their huge help with the annotation.

We are grateful for these resources and tutorials for making this repository possible:

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