Papers with learning mathematical rules
Measuring and Improving BERT’s Mathematical Abilities by Predicting the Order of Reasoning. (2021.acl-short)
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| Challenge: | a common language model for word math problems lacks mathematical abilities . a data-driven approach to solving word problems is lacking in many areas . |
| Approach: | They propose to train a language model with mathematical abilities to teach word maths . they propose to use semi-formal steps to explain how math results are derived . |
| Outcome: | The proposed model achieves better outcomes than baseline models and on-par with more tailored models. |