ResearchBenchmarksSuccess detection on ManiRewardBenchSuccess detection on ManiRewardBenchFollow0.826ROC AUCTOPReward0.506720.589610.67250.75539Feb 22, 2026Evaluation resultsMethodMethodLinksROC AUCTOPRewardModel=Gemini-2.5-ProModel=Gemini-2.5-Pro2026.020.826GVLModel=Gemini-2.5-ProModel=Gemini-2.5-Pro2026.020.823TOPRewardModel=Qwen3-VL-8BModel=Qwen3-VL-8B2026.020.654GVLModel=Qwen3-VL-8BModel=Qwen3-VL-8B2026.020.519