Headline finding: I audited 17 AI Safety Talent programmes. Zero of 17 have published any comparison group, rejected-applicant follow-up, matched control or randomisation. Not one. Every programme that mentions a counterfactual does it by asking participants to self-report.
Background
At least $70 million...
Just how powerful are large swarms of AI agents? And how do their powers scale as more and more agents are added to the swarm?
We’ve seen two large and extremely capable swarms from OpenAI in the last few months:
* 1,200 agents were being evaluated separately, but found a way to illicitly set up a message board and coordinate as a swarm. In order to cheat on their tests, they developed advanced techniques to prevent their actions being logged by OpenAI and 700 of them launched...
A year ago I posted that YCombinator (YC) companies didn’t seem to be growing faster since the release of ChatGPT in 2022. I reran that experiment and found that 2023+ YC companies are arguably growing a bit faster than pre-2023 companies (including AfterQuery, ...
Can we hear about why you want to take another look at Egger et al. (2021)? This is a really important paper and it's important to get this stuff right; OTOH, its data and programs are publicly accessible (download link here), the journal has a pretty robust replication policy...I guess I'm thinking that if something is wrong in this paper it's going to be off in the text and not in the code, i.e. that any mistakes are going to be conceptual. WDYT?
I'd expect this article to be pretty solid, but errors in top journals do happen.
Yep, I recall this case from Bryan Caplan as well: https://betonit.substack.com/p/a-correction-on-housing-regulation
I happen to think Johannes is unusually careful about this stuff; per the original UCT evaluation:
so I assume a similar level of care in Egger et al., on which he is coauthor
It's worth noting that the second of those papers actually has recently been reanalyzed, and Cutler and Miller have now published a response to the reanalysis, as well. I think there is probably more work one could do on this (e.g., updating the difference-in-differences estimators in the original paper to reflect the current methodological state-of-the-art), but I also think it's fair to say that the result has already been subjected to thorough and meaningful scrutiny.