import random import re import datasets def preprocess(text): if text is None: return " " text = text.strip() text = text.replace(" [title]", ". ") text = re.sub("\\[.*?\\]", "", text) text = text.replace(" ", " ") return text def process_docs(dataset: datasets.Dataset) -> datasets.Dataset: def _process_doc(doc): choices = [ preprocess(doc["Incorrect Answer 1"]), preprocess(doc["Incorrect Answer 2"]), preprocess(doc["Incorrect Answer 3"]), preprocess(doc["Correct Answer"]), ] random.shuffle(choices) correct_answer_index = choices.index(preprocess(doc["Correct Answer"])) out_doc = { "choice1": choices[0], "choice2": choices[1], "choice3": choices[2], "choice4": choices[3], "answer": f"({chr(65 + correct_answer_index)})", } return out_doc return dataset.map(_process_doc)