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TRACE is a taxonomy-guided environment with 1,000 visual reasoning tasks across 11 domains. Training Qwen2.5-VL-3B and Qwen2.5-VL-7B on 64,000 TRACE instances improves their macro-average performance across 24 external benchmarks by 3.51 and 4.06 percentage points respectively.