Performance Evaluation of the BattFailScholar Framework (IMAGE)
Caption
BattFailScholar significantly improves diagnostic performance: (a) Consistent accuracy gains across multiple LLMs on various diagnostic tasks; (b) Strong results across different battery chemistries; (c) Robust cross-domain generalization; (d) Reliable performance on real experimental data, matching or exceeding trained models.
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