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@fchollet· @fchollet · X·· 2026-09-04AI 评分56
AI 导读

Chollet 回应了 ARC-AGI-3 发布后遭遇的质疑,称该基准校准良好。3 月发布时前沿模型得分低于 1%,有人称基准根本有问题、连最聪明的人类也无法解出、可拿到的最高分只有 40%。Chollet 表示人类只要用比人类基线更少的动作就能拿到 100%,而 AI 在 6 个月内从低于 1% 走到 100% 的轨迹,说明基准记录下了智能体能力的快速上升,这一上升快于包括他们在内多数人的预期。

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Side note: when we released ARC-AGI-3 in March, and frontier models scored <1% on it, a few Singularitarian poasters took it as a personal insult, and got very worked up about it. They argued the benchmark was fundamentally broken, that it could not even be solved by the smartest humans, that the max reachable score was actually 40%, etc.

We had to deal with a torrent of insults and hate poasts since because we had released an unsaturated benchmark.

As it turns out, the benchmark is perfectly calibrated. It is straightforward for a human to score 100% if they do better than average people – all you need is to use fewer actions than our human baseline (which is not a strong baseline, as we used unfiltered human testers).

And naturally as a result it's also very feasible for AI to score 100% once real progress towards agentic general intelligence has been made. The trajectory of AI from <1% to 100% over the course of 6 months shows that the benchmark was able to snapshot the recent rise of agentic capabilities. And that rise has happened faster than most people expected, including us.

来源:@fchollet · x.com