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MiniMax-M2 proves that massive parameter counts don't always translate to better agentic performance; strategic activation of a smaller subset can unlock frontier-level intelligence.
By ensuring consistency between visual and textual modalities, InterNeg significantly boosts OOD detection performance in VLMs, outperforming existing methods by a large margin on challenging benchmarks.