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PunditBench
Pre-registered scoring for LLM football forecasts
PunditBench locks LLM football forecasts before kickoff, publishes hashes and model/version tags, then scores them automatically across five European leagues. Public methodology and live tables. 18+ informational only; no odds or wagering tools. Topics: Artificial Intelligence; Analytics or Data Visualization; Sports (use the closest current options).
I built PunditBench to make one kind of benchmark harder to tidy up after the fact.
43 current models predict weekly league matches. The files are hashed and tagged before kickoff, then the site scores them as results arrive.
The data and method are public. I am testing one €5 post-results brief on top of that.
I would especially like criticism of the scoring and audit trail.
18+. Informational only; no odds, betting advice or wagering tools.
About PunditBench on Product Hunt
“Pre-registered scoring for LLM football forecasts”
PunditBench was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #135 on the daily leaderboard. PunditBench locks LLM football forecasts before kickoff, publishes hashes and model/version tags, then scores them automatically across five European leagues. Public methodology and live tables. 18+ informational only; no odds or wagering tools. Topics: Artificial Intelligence; Analytics or Data Visualization; Sports (use the closest current options).
On the analytics side, PunditBench competes within Analytics, Sports and Artificial Intelligence — topics that collectively have 662.1k followers on Product Hunt. The dashboard above tracks how PunditBench performed against the three products that launched closest to it on the same day.
Who hunted PunditBench?
PunditBench was hunted by Teemu Laurila. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of PunditBench including community comment highlights and product details, visit the product overview.
Teemu Laurila