# RoBERTa base Japanese - JaQuAD
## Description
A Japanese Question Answering model fine-tuned on [JaQuAD](https://huggingface.co/datasets/SkelterLabsInc/JaQuAD).
Please refer [RoBERTa base Japanese](https://huggingface.co/rinna/japanese-roberta-base) for details about the pre-training model.
The codes for the fine-tuning are available [on this notebook](https://huggingface.co/ybelkada/japanese-roberta-question-answering/blob/main/roberta_ja_qa.ipynb)

## Usage
```python
from transformers import AutoModelForQuestionAnswering, AutoTokenizer
question = 'アレクサンダー・グラハム・ベルは、どこで生まれたの?'
context = 'アレクサンダー・グラハム・ベルは、スコットランド生まれの科学者、発明家、工学者である。世界初の>実用的電話の発明で知られている。'
model = AutoModelForQuestionAnswering.from_pretrained(
    'ybelkada/japanese-roberta-question-answering')
tokenizer = AutoTokenizer.from_pretrained(
    'ybelkada/japanese-roberta-question-answering')
inputs = tokenizer(
    question, context, add_special_tokens=True, return_tensors="pt")
input_ids = inputs["input_ids"].tolist()[0]
outputs = model(**inputs)
answer_start_scores = outputs.start_logits
answer_end_scores = outputs.end_logits
# Get the most likely beginning of answer with the argmax of the score.
answer_start = torch.argmax(answer_start_scores)
# Get the most likely end of answer with the argmax of the score.
# 1 is added to `answer_end` because the index pointed by score is inclusive.
answer_end = torch.argmax(answer_end_scores) + 1
answer = tokenizer.convert_tokens_to_string(
    tokenizer.convert_ids_to_tokens(input_ids[answer_start:answer_end]))
# answer = 'スコットランド'
```
## License

The fine-tuned model is licensed under the [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/) license.

## Miscellaneous

The Q&A widget does not work on that model. Tried also with ```Pipeline``` and I was able to reproduce the error, needs a further investigation

{"language": "ja", "license": "cc-by-sa-3.0", "tags": ["question-answering", "extractive-qa"], "datasets": ["SkelterLabsInc/JaQuAD"], "metrics": ["Exact match", "F1 score"], "pipeline_tag": ["None"]}
transformers pytorch roberta question-answering extractive-qa ja dataset:SkelterLabsInc/JaQuAD license:cc-by-sa-3.0 endpoints_compatible region:us
TAGS
#transformers #pytorch #roberta #question-answering #extractive-qa #ja #dataset-SkelterLabsInc/JaQuAD #license-cc-by-sa-3.0 #endpoints_compatible #region-us 

# RoBERTa base Japanese - JaQuAD
## Description
A Japanese Question Answering model fine-tuned on JaQuAD.
Please refer RoBERTa base Japanese for details about the pre-training model.
The codes for the fine-tuning are available on this notebook

## Usage

## License

The fine-tuned model is licensed under the CC BY-SA 3.0 license.

## Miscellaneous

The Q&A widget does not work on that model. Tried also with  and I was able to reproduce the error, needs a further investigation

# RoBERTa base Japanese - JaQuAD ## Description
A Japanese Question Answering model fine-tuned on JaQuAD.
Please refer RoBERTa base Japanese for details about the pre-training model.
The codes for the fine-tuning are available on this notebook ## Usage ## License

The fine-tuned model is licensed under the CC BY-SA 3.0 license. ## Miscellaneous

The Q&A widget does not work on that model. Tried also with  and I was able to reproduce the error, needs a further investigation
TAGS
#transformers #pytorch #roberta #question-answering #extractive-qa #ja #dataset-SkelterLabsInc/JaQuAD #license-cc-by-sa-3.0 #endpoints_compatible #region-us 
 # RoBERTa base Japanese - JaQuAD ## Description
A Japanese Question Answering model fine-tuned on JaQuAD.
Please refer RoBERTa base Japanese for details about the pre-training model.
The codes for the fine-tuning are available on this notebook ## Usage ## License

The fine-tuned model is licensed under the CC BY-SA 3.0 license. ## Miscellaneous

The Q&A widget does not work on that model. Tried also with  and I was able to reproduce the error, needs a further investigation
passage: TAGS
#transformers #pytorch #roberta #question-answering #extractive-qa #ja #dataset-SkelterLabsInc/JaQuAD #license-cc-by-sa-3.0 #endpoints_compatible #region-us 
# RoBERTa base Japanese - JaQuAD## Description
A Japanese Question Answering model fine-tuned on JaQuAD.
Please refer RoBERTa base Japanese for details about the pre-training model.
The codes for the fine-tuning are available on this notebook## Usage## License

The fine-tuned model is licensed under the CC BY-SA 3.0 license.## Miscellaneous

The Q&A widget does not work on that model. Tried also with  and I was able to reproduce the error, needs a further investigation