Author

Daniel Kim

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Preprint Sep 2026

Structure-Token Evidence-Anchored Reasoning for Scientific Chart Understanding

SteER (Structure-Token Evidence-anchored Reasoning), which freezes a Llama-3.2-Vision encoder and inserts three modules: a chart structure graph encoder that binds ticks, legend items, and marks; evidence-anchored step reasoning (EASR) that forces every arithmetic step to cite a graph node; and weak-parser strong-reaso...

Alberlucia Rafael Soarez, Camila Ferreira, Daniel Kim et al. · 0 citations