Author

Sanjana Aktar Maria

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Preprint Sep 2026

ChitraMiti: Benchmarking Visual Grounding and Modality Reliance in Bengali Geometric Reasoning

Using a three-phase protocol that separates diagram-only, diagram-plus-description, and description-only inputs, it is shown across five open-weight and closed-source VLMs that description-only performance is statistically indistinguishable from diagram-plus-description performance, establishing structured descriptions...

Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Sumaiya Tabassum Nimi et al. · 0 citations

Preprint Aug 2026

TRACE-BN: Transferring Bangla-English Tutoring Behavior to a Sub-1B Offline Language Model

The results show that curriculum-guided structured supervision can transfer multi-component tutoring behavior to a sub-1B model under these resource constraints.

Khan Raiyan Ibne Reza Reza, Sanjana Aktar Maria, Mohammad Abdullah et al. · 0 citations