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--- |
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language: |
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- en |
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- ar |
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license: mit |
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size_categories: |
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- 1K<n<10K |
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task_categories: |
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- text-generation |
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tags: |
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- math world problems |
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- math |
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- arithmetics |
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dataset_info: |
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config_name: original-splits |
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features: |
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- name: question |
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dtype: string |
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- name: chain |
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dtype: string |
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- name: result |
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dtype: string |
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- name: result_float |
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dtype: float64 |
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- name: equation |
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dtype: string |
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- name: expression |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 902374 |
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num_examples: 3636 |
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- name: test |
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num_bytes: 128608 |
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num_examples: 520 |
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- name: val |
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num_bytes: 257241 |
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num_examples: 1040 |
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download_size: 522977 |
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dataset_size: 1288223 |
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configs: |
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- config_name: original-splits |
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data_files: |
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- split: train |
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path: original-splits/train-* |
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- split: test |
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path: original-splits/test-* |
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- split: val |
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path: original-splits/val-* |
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--- |
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# Dataset Card for Calc-MAWPS |
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## Summary |
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The dataset is a collection of simple math world problems focused on arithmetics. It is derived from <https://huggingface.co/datasets/omarxadel/MaWPS-ar>. |
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The main addition in this dataset variant is the `chain` column. It was created by converting the solution to a simple html-like language that can be easily |
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parsed (e.g. by BeautifulSoup). The data contains 3 types of tags: |
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- gadget: A tag whose content is intended to be evaluated by calling an external tool (sympy-based calculator in this case) |
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- output: An output of the external tool |
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- result: The final answer of the mathematical problem (a number) |
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## Supported Tasks |
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This variant of the dataset is intended for training Chain-of-Thought reasoning models able to use external tools to enhance the factuality of their responses. |
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This dataset presents in-context scenarios where models can out-source the computations in the reasoning chain to a calculator. |
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## Attributes: |
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- `question`: problem description in English |
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- `question_arabic`: problem description in Arabic |
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- `chain`: series of simple operations (derived from `expression`) that lead to the solution |
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- `result`: the solution for x as a number or fraction (string) |
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- `result_float`: same as `result` but converted to a float |
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- `equation`: equation that needs to be solved for `x` to obtain the result. Usually in a form of "x = ..." but not always. |
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- `expression`: arithmetic expression derived from `equation` that solves it for `x` |
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## Content and data splits |
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Both are consistent with the original source dataset. |
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## Licence |
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MIT, consistent with the original source dataset linked above. |
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## Related work |
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If you are interested in related datasets (or models), check out the MU-NLPC organization here on HuggingFace. We have released a few other datasets in a compatible format, and several models that use external calculator during inference. |
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## Cite |
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If you use this version of dataset in research, please cite the original [MAWPS paper](https://aclanthology.org/N16-1136/). |
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TODO |
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