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Chalamalasetti Kranti

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Jul 2026

LLM Judges Can Be Too Generous When There Is No Reference Answer

The results emphasize the need for calibrating the LLM judges with a sample with reference-aware evaluation before using them in reference-free setups reliably, and the methodology provides a blueprint for researchers and practitioners in doing such calibration of LLM judges for other tasks.

Chalamalasetti Kranti, Sowmya Vajjala · 1 citation

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