Source
Epoch AI
Reuse: CC BY 4.0. Retrieved 2026-10-16T15:15:40.854Z.
Sources and methods
Keep the source
in view.
External measurements belong to their original publishers. We curate the context, link to the original method and distinguish our own observations from the data we use.
Source monitor
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Source
arXiv
Reuse: CC0 1.0 descriptive metadata. Retrieved 2026-10-16T15:15:44.057Z.
How to interpret this observatory
Daily retrieval checks arXiv metadata. Epoch data is refreshed through a validated release import and has its own retrieval date. A failed request keeps the last successful snapshot and exposes its age. Newly retrieved metadata is not a reviewed scientific conclusion. External model scores and our operational case outcomes use different units and are never merged into a single performance score.
MEKreflect is independent. Referencing Epoch AI, arXiv, Inspect or other research does not imply a partnership, endorsement or access to private benchmark material.
Attribution and reuse
Epoch AI
Epoch AI, Capabilities & benchmarking. Retrieved from epoch.ai. MEKreflect has selected fields and reformatted the data; no affiliation or endorsement is implied.
arXiv
arXiv metadata supplied by the authors and arXiv. Papers remain their authors’ work. Inclusion is discovery, not peer review or endorsement.
MEKreflect selects and reformats published fields, adds visual presentation and provides its own operational interpretation. The original publishers retain attribution. Missing confidence bounds remain unavailable.