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Scientific Reasoning on GPQA-D (hold-out)

76.82AccuracyTRINITY
31.590443.332755.07566.8173Dec 4, 2025

Evaluation results

MethodLinks
TRINITYZero-shot=true2025.1276.82
Gemini Pro 2.5Zero-shot=true2025.1275.25
GPT-5Zero-shot=true2025.1272.73
Claude-4-SonnetZero-shot=true2025.1267.3
Qwen3-32BZero-shot=true, Evaluation Mode=reasoning2025.1259.09
Qwen3-32BZero-shot=true, Evaluation Mode=direct2025.1254.05
DeepSeek-R1-Qwen-32BZero-shot=true2025.1251.01
Gemma-3-27B-ITZero-shot=true2025.1233.33