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Implementation:Open compass VLMEvalKit MMHelix Cryptomath Eval

From Leeroopedia
Field Value
source VLMEvalKit
domain Vision, Evaluation, Puzzle Solving, Cryptarithmetic

Overview

Evaluates cryptarithmetic (CryptoMath) puzzle solutions in the MMHelix benchmark by verifying letter-to-digit mappings satisfy the given equation.

Description

The `CryptoMathEvaluator` class extends `BaseEvaluator` to validate solutions to letter arithmetic puzzles. It verifies that each letter maps to a unique digit (0-9), that the equation is satisfied when letters are replaced with digits, and that leading letters are not mapped to zero. The `extract_answer` method uses multiple parsing strategies (ast.literal_eval, JSON, regex) to extract letter-to-digit mapping dictionaries from model output.

Usage

Called internally by the corresponding dataset class during evaluation.

Code Reference

  • Source: vlmeval/dataset/utils/mmhelix/evaluators/cryptomath_eval.py, Lines: L1-196
  • Import: from vlmeval.dataset.utils.mmhelix.evaluators.cryptomath_eval import CryptoMathEvaluator

Key Functions:

class CryptoMathEvaluator(BaseEvaluator):
    def extract_answer(self, model_output) -> Dict[str, int]: ...
    def evaluate(self, predicted_answer, ground_truth, params) -> bool: ...

I/O Contract

Direction Description
Inputs Model output string containing a letter-to-digit mapping; puzzle equation parameters
Outputs Boolean indicating whether the mapping satisfies the cryptarithmetic equation

Usage Examples

from vlmeval.dataset.utils.mmhelix.evaluators.cryptomath_eval import CryptoMathEvaluator

evaluator = CryptoMathEvaluator()
mapping = evaluator.extract_answer(model_output)
is_correct = evaluator.evaluate(mapping, ground_truth, params)

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