Likelihood Ranking doesn't Scale Like Prompting in LLMs

Alessandro Bondielli, Lucia Passaro, Davide Bacciu +1

LLM evaluation is commonly performed either by prompting models to produce answers or by scoring candidate outputs with likelihood-based metrics. In multiple-choice QA, however, st…