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

“As I told NYT columnist Farhad Manjoo, ChatGPT, like earlier, related systems is “still not reliable, still doesn’t understand the physical world, still doesn’t understand the psychological world and still hallucinates.””

What to Expect When You’re Expecting … GPT-4, paragraph 3. The full statement is at the source.

Our reading, the sentence that was checked:

ChatGPT is not reliable, does not understand the physical or psychological world, and hallucinates.

Assessment: Unresolved Evidence as of

Where and when Gary Marcus wrote it

Marcus on AI, What to Expect When You’re Expecting … GPT-4, paragraph 3.

Said
Source observed
live page, full text, public
Evidence as of
the cutoff for this assessment
Assessment recorded
assessment marcus-what-to-expect-when-youre-expecting-40b365-a1

We recorded 27 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 2022-12-25. 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

  • ChatGPT
  • still not reliable
  • still doesn’t understand the physical world
  • still doesn’t understand the psychological world
  • still hallucinates

Our interpretation

  • This is a compound claim; evidence of hallucination alone cannot establish all its components.
  • The practical reading of understanding is dependable reasoning about physical situations and people's beliefs, intentions, or behavior, rather than consciousness.
  • The target period is the initial public release through the post date, reflecting the contemporary system discussed in the post.

Counts as supported if: Contemporary evidence establishes factual unreliability and fabrication, together with substantial failures of practical physical and psychological reasoning.

Counts as contradicted if: Contemporary evaluations establish dependable factual accuracy and robust physical and psychological reasoning. Strong contrary evidence on individual components would warrant a component-specific assessment.

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 launch disclosure supports the unreliability and hallucination components. The stronger claims about physical and psychological understanding remain unsettled by the records verified here. Inconsistent moral advice is not a test of psychological understanding. Partial support without decisive contrary evidence is insufficient for either supported or mixed on the full claim.

Limitations

  • The result depends on treating understanding as practical reasoning competence.
  • Later models and tests cannot automatically establish the capabilities of December 2022 ChatGPT.

Evidence (2 items)

  • Supports the claim: OpenAI,

    incorrect or nonsensical

    Why it matters here: OpenAI acknowledges the factual unreliability and hallucination components. This disclosure does not establish lack of physical or psychological understanding.

    Publisher
    OpenAI
    Kind of source
    Company disclosure: the company describing itself, not an independent finding
    Describes events of
    Public from
  • Context only: Scientific Reports,

    not consistent.

    Why it matters here: The study documents inconsistent moral recommendations. It does not test whether ChatGPT can track beliefs or intentions, and therefore cannot settle the psychological-understanding component.

    Publisher
    Scientific Reports
    Kind of source
    Peer-reviewed paper
    Describes events of
    Public from

What would settle it

Dated, independently assessed tests of the original ChatGPT covering physical situations and people's beliefs or intentions, with successes and failures reported under explicit competence criteria.

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, What to Expect When You’re Expecting … GPT-4

    As I told NYT columnist Farhad Manjoo, ChatGPT, like earlier, related systems is “still not reliable, still doesn’t understand the physical world, still doesn’t understand the psychological world and still hallucinates.”

    Published
    2022-12-25
    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-what-to-expect-when-youre-expecting-40b365-a1.