rajpurkar/squad
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How to use UKP-SQuARE/distilroberta-squad with Transformers:
# Use a pipeline as a high-level helper
# Warning: Pipeline type "question-answering" is no longer supported in transformers v5.
# You must load the model directly (see below) or downgrade to v4.x with:
# pip install "transformers<5.0.0"
from transformers import pipeline
pipe = pipeline("question-answering", model="UKP-SQuARE/distilroberta-squad") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForQuestionAnswering
tokenizer = AutoTokenizer.from_pretrained("UKP-SQuARE/distilroberta-squad")
model = AutoModelForQuestionAnswering.from_pretrained("UKP-SQuARE/distilroberta-squad", device_map="auto")distilroberta-base fined-tuned on SQuAD (https://huggingface.co/datasets/squad)
Hyperparameters:
Results on the dev set:
It took 1h 20 min to train on Colab.