Pundit ClaimsAI claims by Gary Marcus and Ed Zitron, with the evidence

โ€œWe still donโ€™t have a solid test of what o3 does without the pretraining, in the case that would be more comparable to humansโ€

๐—ผ๐Ÿฏ โ€œ๐—”๐—ฅ๐—– ๐—”๐—š๐—œโ€ ๐—ฝ๐—ผ๐˜€๐˜๐—บ๐—ผ๐—ฟ๐˜๐—ฒ๐—บ ๐—บ๐—ฒ๐—ด๐—ฎ๐˜๐—ต๐—ฟ๐—ฒ๐—ฎ๐—ฑ: ๐˜„๐—ต๐˜† ๐˜๐—ต๐—ถ๐—ป๐—ด๐˜€ ๐—ด๐—ผ๐˜ ๐—ต๐—ฒ๐—ฎ๐˜๐—ฒ๐—ฑ, ๐˜„๐—ต๐—ฎ๐˜ ๐˜„๐—ฒ๐—ป๐˜ ๐˜„๐—ฟ๐—ผ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐˜„๐—ต๐—ฎ๐˜ ๐—ถ๐˜ ๐—ฎ๐—น๐—น ๐—บ๐—ฒ๐—ฎ๐—ป๐˜€, paragraph 13. The full statement is at the source.

Our reading, the sentence that was checked:

There is no solid test yet of o3's ARC performance without pretraining.

Assessment: Supported Evidence as of

Where and when Gary Marcus wrote it

Marcus on AI, ๐—ผ๐Ÿฏ โ€œ๐—”๐—ฅ๐—– ๐—”๐—š๐—œโ€ ๐—ฝ๐—ผ๐˜€๐˜๐—บ๐—ผ๐—ฟ๐˜๐—ฒ๐—บ ๐—บ๐—ฒ๐—ด๐—ฎ๐˜๐—ต๐—ฟ๐—ฒ๐—ฎ๐—ฑ: ๐˜„๐—ต๐˜† ๐˜๐—ต๐—ถ๐—ป๐—ด๐˜€ ๐—ด๐—ผ๐˜ ๐—ต๐—ฒ๐—ฎ๐˜๐—ฒ๐—ฑ, ๐˜„๐—ต๐—ฎ๐˜ ๐˜„๐—ฒ๐—ป๐˜ ๐˜„๐—ฟ๐—ผ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐˜„๐—ต๐—ฎ๐˜ ๐—ถ๐˜ ๐—ฎ๐—น๐—น ๐—บ๐—ฒ๐—ฎ๐—ป๐˜€, paragraph 13.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment marcus-c39-a18448-a1

We recorded 17 claims from this post. See every claim from this post.

The wording above is the version this site observed on 2026-10-28. The source may have been edited after 2024-12-22. This page does not claim the wording was captured then.

What the claim commits to

Kind
Observation
Deadline, as the speaker wrote it
None stated. This site does not add one.
Deadline state when assessed
No horizon
Deadline state on 2026-10-29
No horizon (the releaseโ€™s reference date)

From the speaker

  • We still donโ€™t have a solid test
  • what o3 does without the pretraining
  • more comparable to humans

Our interpretation

  • We have means the publicly available scientific record.
  • A solid test means a documented evaluation of the December o3 system without ARC-specific training.
  • The human-comparability phrase motivates the requested control; it does not assert that removing ARC training would equalize every aspect of human and model experience.
  • The ongoing state is assessed over the latest relevant reporting interval: the December 20 announcement through the December 22 post.

Counts as supported if: The public evaluation record lacks an ARC-untrained result, and evaluator statements or contemporaneous scrutiny confirm that the effect of ARC-specific training remains unmeasured.

Counts as contradicted if: A reliable ARC evaluation of the relevant system without ARC-specific training was publicly available by December 22, 2024.

Retrospective: these criteria were written after the outcome was public.

Current assessment

Was it true for the period described?

Outcome: Supported

The dated evidence matches what the claim committed to, under the criteria frozen before grading.

Scored on a plain reading. The speaker named no measure for this claim, so it was judged on the reading an informed reader would take, stated below under our interpretation. Both reviews had to find that reading fair.

Evidence as of
Deadline state when assessed
No horizon
Assessment recorded
Policy version
2026-10-28.7

Rationale

The evaluator explicitly says it had not tested the ARC-untrained model. Contemporaneous independent commentary likewise treats performance without ARC training as unknown. No qualifying public result was found for the period. This supports Marcus's claim about missing public evidence, without establishing that OpenAI never ran a private experiment.

Limitations

  • The evaluator page has later updates, and the training note's precise insertion date is not separately archived in this record.
  • Removing ARC training alone would not make model and human testing conditions identical.

Evidence (2 items)

  • Supports the claim: ARC Prize,

    not yet tested the ARC-untrained

    Why it matters here: The evaluator explicitly reports the missing control. This directly supports the absence of a public evaluator result separating performance from ARC-specific training.

    Publisher
    ARC Prize
    Kind of source
    Independent measurement
    Describes events of
    Public from
  • Context only: Melanie Mitchell, AI: A Guide for Thinking Humans,

    without this

    Why it matters here: An independent researcher discussing the announcement also identifies performance without ARC training as unknown. This corroborates the public information gap without establishing what OpenAI tested privately.

    Publisher
    Melanie Mitchell, AI: A Guide for Thinking Humans
    Kind of source
    Secondary summary
    Describes events of
    Public from

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, ๐—ผ๐Ÿฏ โ€œ๐—”๐—ฅ๐—– ๐—”๐—š๐—œโ€ ๐—ฝ๐—ผ๐˜€๐˜๐—บ๐—ผ๐—ฟ๐˜๐—ฒ๐—บ ๐—บ๐—ฒ๐—ด๐—ฎ๐˜๐—ต๐—ฟ๐—ฒ๐—ฎ๐—ฑ: ๐˜„๐—ต๐˜† ๐˜๐—ต๐—ถ๐—ป๐—ด๐˜€ ๐—ด๐—ผ๐˜ ๐—ต๐—ฒ๐—ฎ๐˜๐—ฒ๐—ฑ, ๐˜„๐—ต๐—ฎ๐˜ ๐˜„๐—ฒ๐—ป๐˜ ๐˜„๐—ฟ๐—ผ๐—ป๐—ด, ๐—ฎ๐—ป๐—ฑ ๐˜„๐—ต๐—ฎ๐˜ ๐—ถ๐˜ ๐—ฎ๐—น๐—น ๐—บ๐—ฒ๐—ฎ๐—ป๐˜€

    We still donโ€™t have a solid test of what o3 does without the pretraining, in the case that would be more comparable to humans

    Published
    2024-12-22
    Source observed
    , live page
    Access
    full text, public

History

Assessment versions

Recorded events

  1. Assessment publishedBy this site

    First assessment published after both reviews and the final-text check passed.

    About assessment marcus-c39-a18448-a1.