AINeutralarXiv – CS AI · 18h ago5/10
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EditSR: Enhancing Neural Symbolic Regression via Edit-based Rectification
EditSR introduces a two-layer framework that combines neural symbolic regression with an edit-based rectification system to improve the accuracy of mathematical expression generation. The approach addresses error accumulation in autoregressive decoding by using a pretrained Rectifier that performs state-by-state edits while maintaining syntactic validity, achieving better results on complex expressions without significant computational overhead.