# Copyright 2025 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Evaluation functions for BigBench Extra Hard.""" def strip_latex(response: str) -> str: if response.startswith("$") and response.endswith("$"): response = response[1:-1] if "boxed{" in response and response.endswith("}"): response = response[0:-1].split("boxed{")[1] if "text{" in response and response.endswith("}"): response = response[0:-1].split("text{")[1] if "texttt{" in response and response.endswith("}"): response = response[0:-1].split("texttt{")[1] return response def extract_answer(sample: str) -> str: """Extracts the final answer from the sample.""" answer_prefixes = [ "The answer is:", "The final answer is ", "The final answer is: ", "The answer is " ] answer = sample for answer_prefix in answer_prefixes: if answer_prefix in answer: answer = answer.split(answer_prefix)[-1].strip() if answer.endswith("."): answer = answer[:-1] return strip_latex(answer) def fuzzy_match(prediction: str, reference: str) -> bool: """Fuzzy match function for BigBench Extra Hard.""" if prediction == reference: return True # (a) vs a if len(prediction) == 3 and prediction[0] == "(" and prediction[-1] == ")": return prediction[1] == reference if len(reference) == 3 and reference[0] == "(" and reference[-1] == ")": return reference[1] == prediction # Numbers try: if float(prediction) == float(reference): return True except ValueError: pass # quote issues if prediction.replace("'", "") == reference.replace("'", ""): return True # Bracket issues if f"[{reference}]" == prediction or f"[{prediction}]" == reference: return True # Question mark issues if prediction.endswith("?") and prediction[:-1] == reference: return True return False def preprocess_sample(sample: str) -> str: prediction = extract_answer(sample.strip()).lower() prediction = prediction.replace(", ", ",").replace("**", "") prediction = prediction.split("\n")[0] prediction = prediction[0:-1] if prediction.endswith(".") else prediction return prediction def preprocess_reference(reference: str) -> str: reference = reference.strip().lower() reference = reference.replace(", ", ",") return reference def evaluate_correctness(sample: str, reference: str) -> bool: prediction = preprocess_sample(sample) reference = preprocess_reference(reference) return fuzzy_match(prediction, reference) # Examples print(evaluate_correctness("Ok The final answer is: \\boxed{4}.", "4")) print(evaluate_correctness("[Reasoning] The final answer is: \\boxed{4}.", "3")) print(evaluate_correctness("Alright! The final answer is: 2, 3, 4", "2,3,4")) print(evaluate_correctness("blah blah The final answer is: 2, 3, 4", "2,3,5")) print(evaluate_correctness("Ok The answer is: (A)", "a")) print(evaluate_correctness("Ok The answer is: (A)", "b")) print(evaluate_correctness("Ok The answer is: **25**\nHere's why.", "25.0")) print(evaluate_correctness("Ok The answer is: **25**\nHere's why.", "26.0"))