Author

Akhila Yerukola

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#artificial intelligence Preprint Sep 2026

XYBench: Can LLMs Respond Pragmatically to Queries with Misconceptions?

An evaluation paradigm that assesses model responses along three criteria grounded in cooperative response theory is designed, suggesting pragmatic redirection is a fundamentally underdeveloped capability in current LLMs.

Akhila Yerukola, Jena D. Hwang, Ming-Qian Zheng et al. · 1 citation

#artificial intelligence Preprint Sep 2026

NormViz: A Benchmark and Framework for Grounding Multimodal Reasoning in Global Cultures

Though absolute performance remains low, finetuning on NormViz-Train improves pair accuracy relatively by up to 125% and 36% Qwen3-VL 4B and 8B respectively, showing a path forward to teach models to connect visual perception to cultural significance.

Akhila Yerukola, Fabrice Y. Harel-Canada, Simran Khanuja et al. · 0 citations