This checkpoint is obtained after training BigBirdForQuestionAnswering (with extra pooler head) on natural_questions dataset for ~ 2 weeks on 2 K80 GPUs. Script for training can be found here: https://github.com/vasudevgupta7/bigbird

Exact Match 47.44

Use this model just like any other model from 🤗Transformers

from transformers import BigBirdForQuestionAnswering

model_id = "vasudevgupta/bigbird-roberta-natural-questions"
model = BigBirdForQuestionAnswering.from_pretrained(model_id)
tokenizer = BigBirdTokenizer.from_pretrained(model_id)

In case you are interested in predicting category (null, long, short, yes, no) as well, use BigBirdForNaturalQuestions (instead of BigBirdForQuestionAnswering) from my training script.

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Select AutoNLP in the “Train” menu to fine-tune this model automatically.

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Question Answering
This model can be loaded on the Inference API on-demand.