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docs/source/ja/model_doc/camembert.md
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<!--Copyright 2020 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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specific language governing permissions and limitations under the License.
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⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
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rendered properly in your Markdown viewer.
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-->
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# CamemBERT
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## Overview
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CamemBERT モデルは、[CamemBERT: a Tasty French Language Model](https://huggingface.co/papers/1911.03894) で提案されました。
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Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la
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Clergerie, Djamé Seddah, and Benoît Sagot. 2019年にリリースされたFacebookのRoBERTaモデルをベースにしたモデルです。
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138GBのフランス語テキストでトレーニングされました。
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論文の要約は次のとおりです。
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*事前トレーニングされた言語モデルは現在、自然言語処理で広く普及しています。成功にもかかわらず、利用可能なほとんどの
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モデルは英語のデータ、または複数言語のデータの連結でトレーニングされています。これにより、
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このようなモデルの実際の使用は、英語を除くすべての言語で非常に限られています。フランス人にとってこの問題に対処することを目指して、
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Bi-direction Encoders for Transformers (BERT) のフランス語版である CamemBERT をリリースします。測定します
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複数の下流タスク、つまり品詞タグ付けにおける多言語モデルと比較した CamemBERT のパフォーマンス
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依存関係解析、固有表現認識、自然言語推論。 CamemBERT は最先端技術を向上させます
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検討されているほとんどのタスクに対応します。私たちは、研究と
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フランス語 NLP の下流アプリケーション。*
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このモデルは [camembert](https://huggingface.co/camembert) によって提供されました。元のコードは [ここ](https://camembert-model.fr/) にあります。
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<Tip>
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この実装はRoBERTaと同じです。使用例については[RoBERTaのドキュメント](roberta)も参照してください。
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入力と出力に関する情報として。
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</Tip>
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## Resources
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- [テキスト分類タスクガイド(英語版)](../../en/tasks/sequence_classification)
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- [トークン分類タスクガイド](../tasks/token_classification)
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- [質問回答タスク ガイド](../tasks/question_answering)
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- [因果言語モデリング タスク ガイド](../tasks/language_modeling)
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- [マスク言語モデリング タスク ガイド](../tasks/masked_language_modeling)
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- [多肢選択タスク ガイド](../tasks/multiple_choice)
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## CamembertConfig
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[[autodoc]] CamembertConfig
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## CamembertTokenizer
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[[autodoc]] CamembertTokenizer
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- get_special_tokens_mask
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- save_vocabulary
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## CamembertTokenizerFast
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[[autodoc]] CamembertTokenizerFast
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## CamembertModel
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[[autodoc]] CamembertModel
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## CamembertForCausalLM
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[[autodoc]] CamembertForCausalLM
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## CamembertForMaskedLM
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[[autodoc]] CamembertForMaskedLM
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## CamembertForSequenceClassification
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[[autodoc]] CamembertForSequenceClassification
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## CamembertForMultipleChoice
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[[autodoc]] CamembertForMultipleChoice
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## CamembertForTokenClassification
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[[autodoc]] CamembertForTokenClassification
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## CamembertForQuestionAnswering
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[[autodoc]] CamembertForQuestionAnswering
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