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Checked fact 42838 Nov 2026Research

The METR paper's limitations section says time horizon is always measured relative to a domain and task distribution, and that realistic tasks rarely have automatic scoring (sections 5 and 6).

The exact words it rests on

we caution that time horizon is always measured relative to a domain, task distribution, and human baseliners’ level of skill and context ... in short, realistic tasks rarely have automatic scoring

What the source said when we opened it, on 8 Nov 2026.

The source

Measuring AI Ability to Complete Long Tasks (arXiv 2503.14499v3)
METR

Checked

Checked by the notis newsroom on , against the source above.

In the story

How METR's time horizon rates AI agents by human task length 8 Nov 2026

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