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How Many Parameters Does GPT-4o Have? The 200B Estimate, Explained

A secondary article reports an estimate of about 200 billion parameters for GPT-4o, but the retrieved evidence does not confirm the original figure or its link to the cited paper. Here’s what remains uncertain and what to check for API selection.

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The sources reviewed here do not establish an officially confirmed parameter count for GPT-4o. A January 2025 secondary article reports an estimate of about 200 billion parameters, attributing it to Figure 2 of a Microsoft paper. Treat that as an attributed, unverified estimate—not an OpenAI specification.

The evidence retrieved for this article does not confirm that Figure 2 is from the MEDEC paper, or that an inspectable MEDEC table explicitly lists GPT-4o at 200 billion parameters. The MEDEC paper’s version 1 identifies its Microsoft and University of Washington authors, but the retrieved text does not show the alleged GPT-4o entry. (arxiv.org)

Where does the 200-billion estimate come from?

The January 2025 article says Figure 2 of a Microsoft paper gives GPT-4o at approximately 200 billion parameters, and its author expresses skepticism about the figures. However, the captured article text does not expose the figure or provide a usable destination for its “[Source]” reference. The connection between that figure and MEDEC therefore remains unverified in the material reviewed.

The MEDEC paper’s indexed version 1 text says that most model parameter counts were estimates included for context, rather than publicly disclosed specifications. A later clarification reported in the supplied research says those estimates were mined from public articles and the authors could not vouch for their accuracy. Neither passage, as retrieved here, establishes a GPT-4o-specific table entry or confirms the approximately 200-billion figure. (arxiv.org)

The careful takeaway is: a secondary article reports GPT-4o at around 200 billion parameters, but the primary-source table and the link between that table and the secondary article’s figure have not been verified here. Do not describe the number as officially confirmed or as a measurement by Microsoft researchers.

Don’t confuse GPT-4 with GPT-4o

Parameter estimates for GPT-4 concern a different model; they do not establish GPT-4o’s size. Keep each estimate attached to the specific model it names.

Should the estimate guide production API selection?

No. An unverified parameter estimate is not enough to determine whether a model fits your application. Check the official API documentation for the exact model and the capabilities your workload requires, then assess those against your own task.

OpenAI’s GPT-4o API page currently labels GPT-4o as deprecated and lists text and image inputs, text output, and a 128,000-token context window. For a new production integration, check the current model status and documentation before committing to it. (developers.openai.com)

Bottom line: about 200 billion is an estimate reported by a secondary source, not a confirmed GPT-4o count in the evidence reviewed here. Choose an API model based on verified, task-relevant product information—not an inferred parameter total.

Sources

The Number of Parameters of GPT-4o and Claude 3.5 Sonnet

MEDEC: A Benchmark for Medical Error Detection and Correction in Clinical Notes

GPT-4o Model | OpenAI API

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