Author

Deepak Pandita

Rochester Institute of Technology

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Jul 2026

Pluralis v0.1: Towards a Multicultural, Multimodal, Multilingual Benchmark for AI Risk and Reliability

This work introduces Pluralis v0.1, a novel multimodal, multi-regional, and multilingual dataset built from a culture-first perspective and calls upon the research community to utilize this foundation to advance the science of multilingual, multicultural evaluation to better support AI cultural alignment globally.

Alicia Parrish, Rajat C. Shinde, Sanket Badhe et al. · arXiv.org · 0 citations

Preprint Aug 2026

RamseyGadgets: A Graph Construction Dataset for LLMs

A novel dataset of 70 underexplored graph construction problems that require finding Ramsey-good graphs with special properties, which shows that LLMs achieve only 37.70% accuracy on the hard-tier problems in this dataset, with Gemma-4-31B achieving the highest performance out of the five.

Zohair Raza Hassan, Deepak Pandita · 0 citations

#natural language process... Conference Open access Aug 2026

Thesis Proposal: Toward a Human-Centered and Perspective-Aware Framework for Reproducible ML Evaluation and AI Alignment

This thesis proposal presents a human-centered and perspective-aware framework for reproducible ML evaluation and AI alignment, and highlights the importance of human feedback for ensuring that AI systems align with human values.

Deepak Pandita, Christopher Homan · Annual Meeting of the Associ... · 0 citations