Prompt/Image Similar

18

Empirical scaling laws plot
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Empirical scaling laws plot

Prompt
Landscape 16:9 log-scaled plot of training loss vs compute, four curves for different model sizes.

X-axis "Training compute (FLOPs)" with log ticks "1e20", "1e21", "1e22", "1e23", "1e24". Y-axis "Validation loss (cross-entropy)" with linear decreasing ticks "3.5", "3.0", "2.5", "2.0", "1.5".

Four descending curves with ±1σ shaded bands, labels near tails:
"70M params" (slate gray), "1B params" (muted navy), "10B params" (dusty teal), "70B params" (soft terracotta).

Warm-copper dashed diagonal line labeled "compute-optimal frontier"; open circles at isoflop crossover points. Legend box top-right.

Title: "Empirical scaling laws: loss vs training compute". Subtitle: "four model sizes on a fixed data mixture; shaded bands = ±1 std over 3 seeds."
Category
Charts & Infographics
Model
GPT Image 2
Creator
wuyoscar
Views0
Source ID
083
Studio
App
RoutebookSkills

Guide

About "Empirical scaling laws plot"

What is this prompt for?

"Empirical scaling laws plot" AI image prompt for GPT Image 2 (Charts & Infographics). Landscape 16:9 log-scaled plot of training loss vs compute, four curves…

The full copyable prompt and example visuals above are ready for AI image generation or one-click recreate in Picva.

How to use this prompt

  1. Step 1

    Open the prompt detail

    Review the example visuals, category, and full prompt text for "Empirical scaling laws plot".

  2. Step 2

    Copy the prompt

    Copy the prompt body from this page, or load it directly in Studio.

  3. Step 3

    Pick a model (GPT Image 2)

    Prefer GPT Image 2. If you switch models, keep subject and composition and tweak style terms.

  4. Step 4

    Generate and export

    Recreate the look in Picva, or export into your workflow for editing and publishing.

FAQ

What is the "Empirical scaling laws plot" prompt?
It is an AI image-generation prompt for GPT Image 2 in the Charts & Infographics category. This page includes the full prompt text, example visuals, and a one-click recreate path in Picva.
How do I use this prompt to generate an image?
Copy the prompt from this page, or use Generate / Studio. Paste it into a compatible image model, or recreate the look in Picva with optional reference images.
Which model is this prompt for?
This page lists GPT Image 2. Most descriptive prompts also transfer to nearby image models such as GPT Image, Flux, or Midjourney with light style tweaks.
Can I use the result commercially?
You can usually copy the prompt for creation, but commercial use of the final image depends on the model terms, reference-image rights, and the generated content. Follow the source author and platform rules.