import re import datasets def preprocess(text): text = text.strip() # NOTE: Brackets are artifacts of the WikiHow dataset portion of HellaSwag. 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): ctx = doc["translated_ctx_a"] + " " + doc["ctx_b"].capitalize() out_doc = { "query": preprocess(doc["activity_label"] + ": " + ctx), "choices": [preprocess(ending) for ending in doc["translated_endings"]], "label": int(doc["label"]) , } return out_doc return dataset.map(_process_doc)