Author

Ro Encarnación

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Preprint Aug 2026

MonitrLLM: A Community-Centered Evaluation Infrastructure for Large Language Models

MonitrLLM is introduced, open-source infrastructure for community-centered LLM evaluations that links full conversation transcripts to user-reported task intent and outcome assessments, treating all three as primary evaluative signals rather than optional metadata.

Victor Ojewale, Ro Encarnación, S. Venkatasubramanian et al. · 1 citation

Preprint Aug 2026

What Current AI Benchmarks Leave Unmeasured: Modality, Search, Citations, and Implications (for Safety Evaluations)

It is argued that AI safety evaluations should systematically account for modality, multi-run consistency, search conditions, and response-level behaviors to better reflect how deployed AI systems behave in practice.

Ro Encarnación, Tina Behzad, Emma Lurie et al. · 1 citation