CERED baseline models

 
LINDAT / CLARIAH-CZ
  Authors
Šimečková, Zuzana and Straka, Milan
  Item identifier
http://hdl.handle.net/11234/1-3266
 Date issued
2020
 Type
languageDescription, text
 Language(s)
Czech
 Description
Relationship extraction models for the Czech language. Models are trained on CERED (dataset created by distant supervision on Czech Wikipedia and Wikidata) and recognize a subset of Wikidata relations (listed in CEREDx.LABELS). We supply a demo.py that performs inference on user-defined input and requirements.txt file for pip. Adapt the demo code to use the model. Both the dataset and the models are presented in Relationship Extraction thesis.
 Publisher
Charles University, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics (UFAL)
 Subject(s)
relationship extraction
 Collection(s)
LINDAT / CLARIAH-CZ Data & Tools
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Icon
Name
CERED0_models.zip
Size
634.72 MB
Format
application/zip
Description
CERED0 model and labels
MD5
35d491884522f89b80ae8a92e7035867
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    • CERED0_LABELS23 kB
    • CERED0.hdf5684 MB
Icon
Name
CERED1_model.zip
Size
629.64 MB
Format
application/zip
Description
CERED1 model and labels
MD5
7748e54029c15b33bd4677e61f4b5b18
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    • CERED1.hdf5679 MB
    • CERED1_LABELS2 kB
Icon
Name
CERED2_model.zip
Size
629.92 MB
Format
application/zip
Description
CERED2 model and labels
MD5
9fb0890b03df50033dda07c8fc523bad
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    • CERED2_LABELS2 kB
    • CERED2.hdf5679 MB
Icon
Name
CERED3model.zip
Size
630.04 MB
Format
application/zip
Description
CERED3 model and labels
MD5
6469b5156c342f507a1904cdcaa30567
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    • CERED3.hdf5679 MB
    • CERED3_LABELS2 kB
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Name
CERED4model.zip
Size
630.08 MB
Format
application/zip
Description
CERED4 model and labels
MD5
dd6a6cc71cc6872a2df8de37b994e82c
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    • CERED4.hdf5679 MB
    • CERED4_LABELS1 kB
Icon
Name
relation_extraction_model_base.py
Size
2.39 KB
Format
Unknown
Description
Model definition
MD5
64848f41199a0b1c7ad0b1c80ee2e4c2
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Icon
Name
demo.py
Size
8.85 KB
Format
Unknown
Description
Demo
MD5
a9a8f6a9d9af4d86b830d1061e9435d4
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Icon
Name
requirements.txt
Size
145 bytes
Format
Text file
Description
Requirements to run the demo
MD5
04f2cfb979343069f01c5b4232fcf707
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pip==20.0.2
tensorboardX==2.0
tensorflow==2.1.0
tensorflow-datasets==2.0.0
tensorflow-gpu==2.1.0
transformers==2.4.1
wget==3.2
zipp==3.1.0 . . .