def doc_to_text(doc) -> str:
  choices = ""
  for idx, choice in enumerate(doc["choices"]["text"]):
    letter = "ABCDE"[idx]
    choices+= f"{letter}. {choice}\n"
  return f"Question: {doc['question']}\n{choices}\nAnswer:"