Pointwise LLM scoring with an 11-point ordinal scale is statistically competitive with listwise ranking for 31 of 40 model-dataset combinations on NDCG@10.
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Likert or Not: LLM Absolute Relevance Judgments on Fine-Grained Ordinal Scales
Pointwise LLM scoring with an 11-point ordinal scale is statistically competitive with listwise ranking for 31 of 40 model-dataset combinations on NDCG@10.