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we've hosted 4 distilled human judgment challenges on @PondGNN ever since vitalik wrote "AI as the engine, humans as the steering wheel" back in Feb
David has been a star participant in these contests so i read his writeup with curiosity as the first empirical results on the approach
5 key issues
1/ after a competition ends, the community should be able to recreate the leaderboard without depending on organizers
basically we need a commit-reveal structure to make public any scripts used to generate datasets, ground truth & model scoring
2/ the top 3 models might be good at majority of the data, but a niche submission fitting better with a subset of the data should still be rewarded
any model giving some useful signal should be rewarded using approaches like SHAP, composite model etc . a plurality of models and metrics is more resistant to goodharts law than a few models dominating the leaderboard
3/ which leads directly to the challenge of reducing the incentive to game the system by making multiple submissions
the trick here is not having artificial constraints such as limiting usage of external datasets but only fully enforceable ones
to solve sybil, requiring detailed write-ups of model submissions & ideally having open source code with fully reproducible results by anyone invoking the model
4/ competitions need to reward the people who improve the competition
opening up the design so the community can weigh in & get rewarded for finding bugs in the scoring script, discover data leakage & other issues impacting the validity of the competition
5/ eventually, being able to run such competitions without a central trusted party
The host of the competition should use a committee or other community centric methods to conduct meta analysis on submitted models to detect bias or error and also to give feedback to participants
overall, bringing these competitions fully onchain can address many of the issues
eventually, the hope is to turn the entire structure into a new type of fully onchain DAO that gets powered by AI but has humans steering in the right direction
accelerate
"Don't pay off your mortgage, don't get debt free, any available capital would be better invested in an asset going up 30% a year for the next 20 years."
๐ฅ @BinanceWallet daily-trading volume reached a new ATH.
On 6th May, Binance wallet did $454.7 million in trading volume, and now captures 74.4% of trading volume share.
Whether its #Binance, Binance wallet or BNB Chain; everything is dominating like there's no second best.
Solana devs, this one's for you. ๐
Sign up NOW for Builder Nights @Solana Edition to join a fireside chat with @mert & @francescoswiss! ๐ฅ
๐ Register below ๐
๐บ๏ธ Brooklyn, NY
โฐ May 21