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--- |
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dataset_info: |
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features: |
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- name: question |
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dtype: string |
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- name: answer |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 242439.74379232505 |
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num_examples: 1417 |
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- name: test |
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num_bytes: 60738.256207674945 |
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num_examples: 355 |
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download_size: 161461 |
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dataset_size: 303178.0 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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- split: test |
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path: data/test-* |
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--- |
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**MAWPS : A Math Word Problem Repository** |
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- Paper: https://aclanthology.org/N16-1136/ |
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- Github: https://github.com/sroy9/mawps |
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Adapted from https://huggingface.co/datasets/mwpt5/MAWPS |
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Processed with the following code: |
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``` |
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def process_row(row): |
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# Create placeholder-to-actual mapping |
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placeholder_map = [(f"N_{i:02}", actual) for i, actual in enumerate(row['Numbers'].split())] |
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try: |
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# Process placeholders and replacements |
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for placeholder, replacement in placeholder_map: |
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replacement_value = float(replacement) |
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# Convert to integer if it is a whole number, otherwise round to 2 decimal places |
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replacement = str(int(replacement_value)) if replacement_value.is_integer() else str(round(replacement_value, 2)) |
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# Update Question and Equation with the new replacement value |
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row['Question'] = row['Question'].strip().replace(placeholder, replacement) |
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row['Equation'] = row['Equation'].strip().replace(placeholder, replacement) |
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# Process Answer |
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answer_value = float(row['Answer']) |
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row['Answer'] = str(int(answer_value)) if answer_value.is_integer() else str(round(answer_value, 2)) |
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# Format the final answer string |
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row['Answer'] = f"{row['Equation']} = {row['Answer']} #### {row['Answer']}" |
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except ValueError as e: |
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print(f"ValueError: {e}") |
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except Exception as e: |
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print(f"Unexpected error: {e}") |
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return row |
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``` |
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To format the answers, I used a similar formatting style to GSM8K's answers, which allows for easy parsing for evaluation. |
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