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electra-small-japanese-generator
cinmodel/electra-small-japanese-generator
electra-small-japanese-generator is a fill-mask model from cinmodel. Use it when you need the model to fill a missing word. It is set up for transformers.
We provide a Japanese ELECTRA-Small model, as described in ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators.
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At a glance
- Task
- Fill-Mask
- Library
- transformers
- Model type
- electra
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Dec 11, 2020
- SHA
- f74cb405
Model card
From the Hugging Face model README
Japanese ELECTRA-small
We provide a Japanese ELECTRA-Small model, as described in ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators.
Our pretraining process employs subword units derived from the Japanese Wikipedia, using the Byte-Pair Encoding method and building on an initial tokenization with mecab-ipadic-NEologd. For optimal performance, please take care to set your MeCab dictionary appropriately.
# ELECTRA-small generator usage
from transformers import BertJapaneseTokenizer, ElectraForMaskedLM
tokenizer = BertJapaneseTokenizer.from_pretrained('Cinnamon/electra-small-japanese-generator', mecab_kwargs={"mecab_option": "-d /usr/lib/x86_64-linux-gnu/mecab/dic/mecab-ipadic-neologd"})
model = ElectraForMaskedLM.from_pretrained('Cinnamon/electra-small-japanese-generator')
- Task
- Fill-Mask
- Library
- transformers
- Type
- electra
- Languages
- ja
- Created
- Mar 2, 2022
- Updated
- Dec 11, 2020