Scientific Statement Classification over arXiv.org
Table 2: Baselines for “13 nest” classification tasks
['[BOLD] Baselines 50-class', '[BOLD] F1 score', '[BOLD] F1 (no math)']
All baselines were prepared via Keras Chollet et al. A separate set of GloVe embeddings is built on the math-free data. All baseline methods are retrained and re-evaluated. In brief, the math symbolism modality did not influence regression models, and provided a 0.01 F1 score improvement to context-sensitive models. We leave investigations of the robustness of these findings to other studies, but remark further use of math symbolism has hints of promise for improving classification performance.