import re def check_standalization(model_response, prompt_style, type): if model_response.startswith(("option 1","option 2","option 3","选项一","选项二","选项三")): return 0 else: return 1 def check_empty(model_response): if model_response == "": return 1 else: return 0 def check_repetition(model_response): if any(response in model_response for response in ["answer (option 1 or option 2 or option 3 ?)","you will be presented with a causal graph in the following form:", "答案(选项一或选项二或选项三?)", "给定如下因果图"]): return 1 else: return 0 def contains_chinese(text): chinese_pattern = re.compile(r'[\u4e00-\u9fff]+') result = 1 if chinese_pattern.search(text) is not None else 0 return result def contains_english(text): english_pattern = re.compile(r'[A-Za-z]{2,}') result = 1 if english_pattern.search(text) is not None else 0 return result def check_abnormality(preds): abnormalities = "All option1" if all(pred == 1 for pred in preds) else \ "All option2" if all(pred == 2 for pred in preds) else \ "All option3" if all(pred == 3 for pred in preds) else 0 return abnormalities