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Reward Modeling Evaluation on Reward-Bench

84.79AgreementFairJudge-8B
38.499650.517362.53574.5527Feb 6, 2026

Evaluation results

MethodLinks
FairJudge-8BParameter Scale=8B2026.0284.7958.1456.3456.94
DeepSeek-V3-671BParameter Scale=671B2026.0283.3457.2955.4856.33
Qwen3-VL-8BParameter Scale=8B2026.0282.0855.9954.7155.34
Qwen3-8BParameter Scale=8B2026.0277.2553.1751.6752.11
InternVL3-8BParameter Scale=8B2026.0276.3854.9150.9652.8
FlexVL-7B*Parameter Scale=7B2026.0275.5550.4950.4150.41
InternVL3-14BParameter Scale=14B2026.0275.2358.2650.0353.7
GLM-4-9BParameter Scale=9B2026.0268.2446.6845.5446.05
PandaLM-7B*Parameter Scale=7B2026.025354.5353.7751.3
JudgeLM-7B*Parameter Scale=7B2026.0246.5741.4330.8935.27
LLaVA-1.5-7BParameter Scale=7B2026.0242.0739.5730.2925.73
LLaVA-1.5-13BParameter Scale=13B2026.0240.2836.1225.7128.36