from __future__ import annotations def normalize_text(text: str) -> str: if not text: return "" text = text.replace("\\n", "").replace("\\\n", "") return text.replace(" ", "").replace("\u3000", "").replace("\t", "").replace("\r", "").replace("\n", "") _PUNCT_CHARS = ( r"""!"#$%&'()*+,-./:;<=>?@[\]^_`{|}~""" ",。、;:「」『』()【】〔〕〈〉《》" "!?…—–·.“”‘’「」『』〝〞" "¥%#&*@/\|+-=_" "~`^" ) _PUNCT_TRANS = str.maketrans("", "", _PUNCT_CHARS) def normalize_for_parsing(text: str) -> str: """字符提取 / 1-NED 评分专用:基础清洗 + 去标点。""" return normalize_text(text).translate(_PUNCT_TRANS)