“DeepSeek r1 is not smarter than earlier models, just trained more cheaply”
Our reading, the sentence that was checked:
DeepSeek r1 is not smarter than earlier models.
Assessment: Supported Evidence as of
Where and when Gary Marcus wrote it
Marcus on AI, Five things most people don't seem to understand about DeepSeek, paragraph 1.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment marcus-five-things-most-people-dont-seem-103fa6-a1
We recorded 9 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 2025-01-28. 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
- DeepSeek r1
- not smarter than earlier models
Our interpretation
- The ordinary reading is that R1 did not surpass the overall capabilities of the leading models already available, particularly o1. It does not mean R1 failed to outperform every older model on every task.
- Use reasoning and problem-solving benchmarks across several domains, rather than one benchmark, as practical measures of capability.
- The target is the original R1 release as assessed between its January 20 release and the January 28 post.
Counts as supported if: Release-era comparisons show broadly comparable or weaker performance than the preceding frontier across reasoning, knowledge, mathematics and coding.
Counts as contradicted if: Comparable evaluations show a clear, broad performance advantage over the preceding frontier, rather than isolated benchmark wins.
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
On the ordinary frontier-comparison reading, the release evidence supports Marcus: R1 broadly matched an existing leading model. The same report records individual wins and improvements over older models. It therefore does not support a stronger claim that R1 improved on no previous model or task.
Limitations
- The result depends on interpreting earlier models as the preceding frontier.
- Benchmarks are incomplete measures of capability, and the principal evidence comes from DeepSeek.
Evidence (1 item)
Supports the claim: DeepSeek-AI / arXiv,
DeepSeek-R1 achieves performance comparable to OpenAI-o1-1217 on reasoning tasks.
Why it matters here: The release report characterizes R1 as comparable to o1 overall. Its detailed results also limit that conclusion: R1 slightly exceeds o1 on AIME and exceeds several older models, while trailing o1 on several knowledge benchmarks.
- Publisher
- DeepSeek-AI / arXiv
- Kind of source
- Preprint, not peer reviewed
- Describes events of
- Public from
Where it was said (1)
Said once in the sources this register covers.
: Marcus on AI, Five things most people don't seem to understand about DeepSeek
DeepSeek r1 is not smarter than earlier models, just trained more cheaply
- Where
- paragraph 1
- Published
- 2025-01-28
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment marcus-five-things-most-people-dont-seem-103fa6-a1: Current. Outcome: Supported. Evidence as of 2026-10-28. Public date not recorded.
Recorded events
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.
About assessment marcus-five-things-most-people-dont-seem-103fa6-a1.