Diptesh Kanojia

Robustness controls show that the signal extends beyond English, is not explained solely by accompanying OCR, and depends on paired visual evidence, thus, routing, rather than representation alone, is a recurring bottleneck in harmful meme classification.

Segments with conflicting quality signals are systematically undervalued, revealing critical flaws in current evaluation metrics for multilingual tasks.

Dialectal generation in LLMs is not just about understanding; explicit adaptation methods can produce recognizable dialects, yet they may not align with human preferences.