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--- |
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license: apache-2.0 |
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task_categories: |
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- text-generation |
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- question-answering |
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language: |
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- en |
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dataset_info: |
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features: |
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- name: problem |
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dtype: string |
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- name: level |
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dtype: string |
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- name: type |
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dtype: string |
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- name: solution |
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dtype: string |
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- name: answer |
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dtype: string |
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- name: unique_id |
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dtype: int64 |
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splits: |
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- name: train |
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num_bytes: 9548394 |
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num_examples: 12000 |
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download_size: 4670838 |
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dataset_size: 9548394 |
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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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--- |
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# MATH (minus MATH-500) |
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This dataset is derived from the original MATH dataset by Hendrycks et al. |
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([qwedsacf/competition_math](https://huggingface.co/datasets/qwedsacf/competition_math)) with all problems from the MATH-500 benchmark set removed. |
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## Construction |
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- Source: 12,500 problems from the MATH dataset by Hendrycks et al. ([qwedsacf/competition_math](https://huggingface.co/datasets/qwedsacf/competition_math)) |
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- Benchmark held out: 500 problems from the MATH-500 dataset ([HuggingFaceH4/MATH-500](https://huggingface.co/datasets/HuggingFaceH4/MATH-500)) |
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- Matching criterion: exact match on the `problem` field (see https://github.com/rasbt/math_full_minus_math500 for code to prepare the dataset) |
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- Remaining size: 12,000 problems |
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- Additionally, an `"answer"` field was added to the entries in the MATH dataset that contains the short answer similar to MATH-500 |
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## Fields |
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Each example contains: |
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- `problem`: math problem statement |
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- `solution`: full worked solution |
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- `answer`: extracted final answer using `extract_final_candidate` function from the [reasoning-from-scratch](https://github.com/rasbt/reasoning-from-scratch) Python package (matches those in the MATH-500 dataset) |
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- `subject`: math subject |
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- `level`: difficulty level |
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- `unique_id`: original problem identifier |
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## Intended use |
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This dataset is intended for training only. |
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Evaluation should be performed on MATH-500, which is excluded. |
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## Usage |
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```python |
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from datasets import load_dataset |
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dataset = load_dataset( |
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"rasbt/math_full_minus_math500", |
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split="train" |
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) |
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print(len(dataset)) |
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print(dataset[0].keys()) |
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``` |
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