MINCE: Shrinking LLM Evaluation Datasets via Few-Model Monte Carlo Calibration

Devleena Das, Rajeev Patwari, Vikram Kumar Bukka +3

Evaluating LLMs across many model variants -- quantized, fine-tuned, or deployment-specific -- requires running large benchmarks repeatedly, a process that can take tens of hours p…