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AI Slang & Culture

Mode Collapse

Mode collapse is a failure pattern where a generative model produces a narrow range of outputs instead of the full diversity present in its training data.

Ask Melo about this← all terms

It's best known from generative adversarial networks, where the generator learns to fool the discriminator with a handful of convincing outputs rather than exploring the whole distribution. The same term gets used loosely for language and image models that default to repetitive, samey outputs across different prompts.

Related terms

Generative Adversarial NetworkDiffusion Model