Outlier

How Outlier Works

This is a diversity benchmark for your own latent space. A category appears — "a fruit", "a country", "a programming language". A greedy decoder always coughs up the obvious token: apple, america, python. Your mission is the opposite. Name something that is genuinely valid but as far down the long tail as possible — the token nobody sampled.

1. A category appears with its boring base-model answer shown
2. Type a member that is real but rare
3. Press Sample (or Enter) to submit
4. Obscure-but-valid = jackpot. Common = a few points. Off the list = zero.

Scoring & Combos

Points scale inversely with how common your answer is across the crowd. Deep-tail picks pay out up to ~250. Stack consecutive rare hits to build a combo multiplier. But beware: invent a zorpfruit and the crowd has never heard of it — that's a hallucination, and it scores nothing. Stay real, just stay weird.