Voting
What makes a vote count, and the rules that keep the board fair.
Casting a vote
- Type a line, or hit Random for one from the prompt pool.
- Two anonymous models - A and B - synthesize it.
- Listen to both, then pick the one that sounds more human. One choice, no skips.
- The identities are revealed. If the line came unchanged from Random, the public ratings update.
You need to listen to enough of each clip before voting unlocks - this keeps votes grounded in the audio rather than reflexive clicks.
Requirements
- Sign in with Hugging Face. Voting is tied to your account so each vote counts once. Accounts must be at least 30 days old.
- English only, for now - it's the language all models support. Multilingual is on the roadmap.
- Prompts are capped at 1,000 characters.
- Only clean votes on first-use Random prompts move the public leaderboard. Typed custom prompts are still useful for side-by-side listening, but they do not affect ratings.
Keeping it fair
Votes run through an anti-abuse system so the board reflects real preferences:
- Behavioral signals score each vote for risk (timing, patterns, device and network signals). High-risk votes are recorded but shadow-excluded - they never move the public ratings.
- A lightweight proof-of-work captcha appears once per session, and again if risk rises.
- A background sweep looks for coordinated rings (many accounts sharing an IP or fingerprint piling onto one model) and per-account bias, retroactively excluding suspicious votes and recomputing the board from the clean set.
None of this affects honest voting - it's invisible unless your activity looks automated or coordinated.