def doc_to_text(doc): output = """Please provide the POS tags for each word in the input sentence. The input will be a list of words in the sentence. The output format should be a list of tuples, where each tuple consists of a word from the input text and its corresponding POS tag label from the tag label set: ["ADJ", "ADP", "ADV", "AUX", "CCONJ, "DET", "INTJ", "NOUN", "NUM", "PART", "PRON", "PROPN", "PUNCT" "SCONJ", "SYM", "VERB", "X"]. \nYour response should include only a list of tuples, in the order that the words appear in the input sentence, with each tuple containing the corresponding POS tag label for a word. Input: {tokens} Output: """ text = output.format(subject=doc["tokens"]) return text def doc_to_target(doc): pos_tag_map = { 0: "NOUN", 1: "PUNCT", 2: "ADP", 3: "NUM", 4: "SYM", 5: "SCONJ", 6: "ADJ", 7: "PART", 8: "DET", 9: "CCONJ", 10: "PROPN", 11: "PRON", 12: "X", 13: "_", 14: "ADV", 15: "INTJ", 16: "VERB", 17: "AUX", } return [pos_tag_map[tag] for tag in doc["upos"]]