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ModelLens is a unified framework that recommends AI models for unseen datasets by learning from public leaderboard data, eliminating the need for costly direct evaluations. It constructs a performance-aware latent space to rank candidates across diverse tasks, outperforming existing baselines on large-scale benchmarks.