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

“What was up with multiple graphs (at least two) in which the bars didn’t match the numbers?”

GPT-5 hot take, paragraph 12. The full statement is at the source.

Our reading, the sentence that was checked:

In the GPT-5 announcement, OpenAI showed at least two graphs whose bars did not match the numbers.

Assessment: Supported Evidence as of

Where and when Gary Marcus wrote it

Marcus on AI, GPT-5 hot take, paragraph 12.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment marcus-gpt-5-hot-take-085a4f-a1

We recorded 8 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 2025-08-07. 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 release’s reference date)

From the speaker

  • multiple graphs
  • at least two
  • the bars didn’t match the numbers

Our interpretation

  • The context identifies OpenAI's August 7 GPT-5 announcement as the event.
  • At least two distinct charts must contain bar lengths or heights inconsistent with their displayed numerical labels and scales.
  • A mislabeled number can satisfy the claim even if the intended underlying result was correct.
  • The claim does not require evidence of deliberate deception or that GPT-5 generated the charts.

Counts as supported if: The original presentation, preserved images, or reliable descriptions identify at least two distinct charts with inconsistent bar geometry and numerical labels.

Counts as contradicted if: A complete original presentation record establishes that fewer than two charts had such inconsistencies.

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

Two distinct announcement charts are documented: the coding-performance chart had a lower labeled value drawn taller, and the coding-deception chart showed o3's 47.4% bar much taller than GPT-5's 50% bar. Together they meet the stated minimum of two. Later corrections do not change what the original presentation displayed.

Limitations

  • The assessment relies on contemporaneous visual analysis and subsequent reporting because the primary video was not readable.
  • This establishes presentation inconsistencies, not falsified benchmark results, intent, or who made the charts.

Evidence (2 items)

  • Supports the claim: FlowingData,

    52.8% is taller than the one for 69.1%.

    Why it matters here: The contemporaneous visual analysis identifies an inverted ordering in the coding-performance chart. This establishes one distinct chart whose bars conflict with its labels.

    Publisher
    FlowingData
    Kind of source
    Independent measurement
    Describes events of
    Public from
  • Supports the claim: PC Gamer,

    roughly three times higher than that of GPT-5.

    Why it matters here: The report identifies the separate coding-deception chart: GPT-5 was labeled 50% and o3 47.4%, despite o3's much taller bar. This establishes a second mismatch in the original announcement.

    Publisher
    PC Gamer
    Kind of source
    News report
    Describes events of
    Public from

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, GPT-5 hot take

    What was up with multiple graphs (at least two) in which the bars didn’t match the numbers?

    Published
    2025-08-07
    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-gpt-5-hot-take-085a4f-a1.