from latex2sympy2 import latex2sympy import re from sympy import simplify from word2number import w2n def verify_extraction(extraction): extraction = extraction.strip() if extraction == "" or extraction == None: return False return True def is_number(s): try: float(s) return True except ValueError: return False def process_answer(answer): answer_pattern = re.compile(r'(.*?)') answer = answer.split('### Final Answer ###')[-1].strip() if '### Final Answer ###' in answer else answer answer = answer.split('Answer:')[-1].strip() if 'Answer:' in answer else answer matches = re.findall(answer_pattern, answer) answer = matches[-1] if matches else answer return answer def extract_full_boxed_content(s): """ Extract the full content inside \boxed{}, handling nested braces {{}} properly. """ results = [] i = 0 while i < len(s): if s[i:i + 7] == r'\boxed{': brace_stack = [] start = i + 7 i = start while i < len(s): if s[i] == '{': brace_stack.append(i) elif s[i] == '}': if brace_stack: brace_stack.pop() else: results.append(s[start:i]) break i += 1 i += 1 return results def is_equal(md_ans, gt_ans): md_ans = md_ans.lower() gt_ans = gt_ans.lower() if md_ans.strip() == gt_ans.strip(): return True try: md_ans_cache = str(w2n.word_to_num(md_ans)) if md_ans_cache.strip() == gt_ans.strip(): return True except ValueError: pass # For Math try: # Parse LaTeX expressions into sympy and compare numerical values md_sympy = latex2sympy(md_ans) gt_sympy = latex2sympy(gt_ans) # Compare evaluated results, rounded to 2 decimal places if round(float(md_sympy.evalf()), 2) == round(float(gt_sympy.evalf()), 2): return True # Additionally, compare simplified symbolic expressions if simplify(md_sympy - gt_sympy) == 0: return True except Exception: pass # Ignore parsing errors or evaluation failures return False score_demo_prompt = """Please read the following example. Then determine whether the response is correct and type it at the end of the prompt. It is worth noting that the final answer in the response is usually in \\boxed{}, You only need to compare the final answer in the response with the answer, without considering the logical correctness of the response itself. Response: The correct answer is:\n\nA Answer: A Correct_or_not: Correct Response: The correct option is:\n\n\\[\n\\boxed{E}\n\\] Answer: C Correct_or_not: Incorrect """