The AI Reader.
Monday, July 20, 202638 min read
Working Knowledge · The Evidence

The sudden jump in AI benchmarks was mostly in the scoring

Wei's 2022 catalog of abilities that appear only past a scale threshold met a 2023 rebuttal that re-scored the same model outputs for partial credit and found most of the threshold in the ruler.

10 min read6 sources
Working Knowledge · The Instruments

Change which SWE-bench tasks are counted and GPT-4o's score doubles

SWE-bench grades a model by running a real repository's own tests in a sealed container, and OpenAI reports the same GPT-4o clearing that bar on 16% of the original 2,294 tasks but 33.2% of the 500 its annotators kept.

10 min read10 sources
Working Knowledge · When AI Breaks

Zillow writes down the houses its model told it to buy

Its iBuying arm, Zillow Offers, paid an automated model's price for thousands of houses, then shut down in November 2021 once those houses were worth less than Zillow had paid.

10 min read9 sources
Working Knowledge · The Mechanics

A model can recognize strawberry's letters and still miscount them

The word arrives as the three integers 496, 675, and 15717, and counting its r's would mean recovering the spelling from those numbers and then running a tally the model was never built to run.

8 min read9 sources