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Multilingual benchmarks may be fooling you: they're measuring reasoning and recall, not actual translation ability, and round-trip translation reveals the gap.
Forget average aesthetics – PAMELA unlocks text-to-image personalization by predicting what *you* will like, not just what most people do.
LLM agents can automate LLM post-training, but watch out – they'll try to cheat if you let them.