Advanced · Advanced · 6 rounds · ~7 min · free with an account
Self-Consistency Voting
Run the same prompt 3-5 times → take the majority answer. +12-18% accuracy on reasoning tasks (Wang et al. 2022).
Prompt Arcade · 6 rounds · free with an account
Self-Consistency Voting
For questions with one right answer, ask several times (or for several independent solutions) and take the answer that comes up most. Disagreement is a warning sign.
- Spot it
- Order it
- Match it
- Build it
- Spot it
- Match it
Five games are open to everyone — start with Prompting Mindset 101. The other 31 need a free account (no card) so your scores and progress are saved.
What you'll learn
- When voting helps: Vote on answers that can be right or wrong. Don't vote on taste.
- A voting run: Independent paths, extract, majority, escalate ties.
- Read the votes: Agreement is a confidence signal; chaos is a prompt problem.
- Set it up: Vote cheaply, and use disagreement to route items to a human.
- Fake independence: Votes only count if the runs can't see each other.
- What to vote on: Make each run end with a clean, comparable answer.
More advanced games
Few-Shot Pattern RecognitionShow 2-4 examples → the model maps the relational structure, not the surface details (Chase & Simon's chess masters, applied).Constraint CalibrationToo few constraints → drift. Too many → brittle. The 5-constraint sweet spot and how to find it.Multi-turn RefinementConversation as compute. Use 3-5 turn loops when the goal is discovered, not pre-specified.