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Gowthamkumar Nandakishore

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#artificial intelligence Preprint Oct 2026

CLM-as-a-Judge: Evaluating an Open Contrastive Decision Model on Public Judge Benchmarks

An open contrastive decision model is near chance as a judge on the hard public benchmarks: Contrastive-LM/CLM-v0.1-8B scores between 0.351 (best- of-four, chance 0.250) and 0.593 (pairwise, chance 0.500), is statistically indistinguishable from coin flipping on RM-Bench and JudgeBench, and answers every HaluEval item...

Gowthamkumar Nandakishore · 0 citations