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

“As Ernie Davis, Scott Aaronson, and I showed, a week or so after the release, it’s easily fooled, especially with complex sentences and words like “similar” that would require a deep understanding of language to be interpreted correctly”

Horse rides Astronaut, redux, paragraph 5. The full statement is at the source.

Our reading, the sentence that was checked:

DALL-E 2 is easily fooled by complex sentences and words requiring deep language understanding.

Assessment: Unresolved Evidence as of

Where and when Gary Marcus wrote it

Marcus on AI, Horse rides Astronaut, redux, paragraph 5.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment marcus-horse-rides-astronaut-redux-24077b-a1

We recorded 8 claims from this post. See every claim from this post.

The wording above is the version this site observed on 2026-10-29. The source may have been edited after 2024-02-13. 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)

Conditions

  • especially complex sentences and words like 'similar' (qualifier, stated by the speaker)

From the speaker

  • a week or so after the release
  • it’s easily fooled
  • especially with complex sentences and words like “similar”
  • a red basketball with flowers on it, in front of blue one with with a similar pattern

Our interpretation

  • This passage quotes the May 2022 essay and describes early DALL-E 2. The target period is April–May 2022, rather than the model's condition in February 2024.
  • The ordinary behavioral reading is that complex compositional instructions readily produce failures to depict the requested objects, attributes and relations.
  • No numerical failure threshold is supplied. I require a repeated failure pattern, rather than one unsuccessful image.
  • The reference to deep understanding is not treated as a separately established explanation of the model's internal processing.

Counts as supported if: Admissible prompt-and-output evidence about early DALL-E 2 demonstrates repeated failures on complex sentences and relational expressions of the kind described.

Counts as contradicted if: Comparable evidence shows reliable performance on those instructions and materially undermines the reported failure pattern. Occasional successes alone do not contradict the claim.

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

Current assessment

Was it true for the period described?

Outcome: Unresolved

The record was checked, and the evidence available by the cutoff does not settle it.

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 evidence supports a narrower early limitation: DALL-E 2 could misassign attributes to objects. A later independent study also found poor relational performance. Neither retrieved source settles the full claim about complex sentences and expressions such as similar in April–May 2022. The directly relevant named studies cannot establish the outcome because Marcus coauthored them. This is an evidence gap, not evidence that his observation was false.

Limitations

  • A broader reading covering all of 2022 would admit more independent evidence.
  • The assessment does not establish or refute a theory of deep language understanding.

Evidence (2 items)

  • Supports the claim: OpenAI researchers; arXiv,

    worse at binding attributes to objects

    Why it matters here: The model authors document attribute-assignment failures, illustrated with colored cubes. This supports a component of Marcus's observation, but does not establish the full complex-sentence or similar-prompt claim.

    Publisher
    OpenAI researchers; arXiv
    Kind of source
    Preprint, not peer reviewed
    Describes events of
    Public from
  • Context only: Colin Conwell and Tomer Ullman; arXiv,

    only ~22% of images matched basic relation prompts.

    Why it matters here: An independent study reports poor relational performance. The retrieved record does not date its tests to April–May, so it cannot settle this historical claim.

    Publisher
    Colin Conwell and Tomer Ullman; arXiv
    Kind of source
    Preprint, not peer reviewed
    Describes events of
    Public from

What would settle it

Independent dated output records from early DALL-E 2, with complete batches for the cited prompt and comparable complex instructions.

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, Horse rides Astronaut, redux

    As Ernie Davis, Scott Aaronson, and I showed, a week or so after the release, it’s easily fooled, especially with complex sentences and words like “similar” that would require a deep understanding of language to be interpreted correctly

    Published
    2024-02-13
    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-horse-rides-astronaut-redux-24077b-a1.