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license: mit
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---
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---
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license: mit
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task_categories:
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- text-generation
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language:
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- en
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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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size_categories:
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- 1K<n<10K
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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://github.com/arkilpatel/SVAMP/>.
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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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- `id`: problem id from the original dataset
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- `body`: problem setup in english
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- `question`: the question intended to answer
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- `equation`: an nested expression that evaluates to the correct result
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- `answer`: result as a floating point
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- `type`: a category of the problem
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- `chain`: series of simple operations (derived from `equation`) that leads to the solution
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## Content and data splits
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The dataset contains the same data instances ad the original dataset except for a correction of inconsistency between `equation` and `answer` in one data instance.
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To the best of our knowledge, the original dataset does not contain an official train-test split, and we do not create one. However, original authors have used cross-validation in the official repository - for more info, see <https://github.com/arkilpatel/SVAMP/>.
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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 relesed 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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