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| """Evaluation functions for BigBench Extra Hard.""" |
|
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|
| 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 |
|
|
| |
| 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 |
|
|
| |
| try: |
| if float(prediction) == float(reference): |
| return True |
| except ValueError: |
| pass |
|
|
| |
| if prediction.replace("'", "") == reference.replace("'", ""): |
| return True |
|
|
| |
| if f"[{reference}]" == prediction or f"[{prediction}]" == reference: |
| return True |
|
|
| |
| 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) |
|
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|
| |
| 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")) |
|
|
