Exact version
Check the model identifier, date and whether the alias can change.
DOCUMENTED BENCHMARK
AesCode Infographics Bound
Published results and conditions declared by their sources. Figures are comparable only when version, configuration, metric and date match.
01 / RESULTS
Published measurements
| Model | Organization | Result | Metric | Conditions |
|---|---|---|---|---|
| AesCode 8B | Microsoft | 88,36 % | Percentage | Microsoft · 300 infographics · three generations per prompt · with reference · higher is better · not reproduced by Inferama. |
| AesCode 32B | Microsoft | 97,27 % | Percentage | Microsoft · 300 infographics · three generations per prompt · with reference · higher is better · not reproduced by Inferama. |
02 / INTERPRETATION
Before comparing
Equivalent configuration
Review tools, effort, number of attempts, prompt and inference budget.
Transfer to your use case
Validate the result with tasks, languages, formats and errors representative of your product.
03 / METHOD
From benchmark to reproducible decision
A public benchmark provides guidance, but does not replace an evaluation with your data, tools, budget, and error tolerance.
Identify the exact version
A moving alias and a snapshot may produce different results. Record the model, date, and provider.
Reconstruct the conditions
Prompt, reasoning, tools, number of attempts, and budget must be equivalent for comparison.
Look for uncertainty
A small difference may disappear between runs. Keep samples, dispersion, and failures, not just the average.
Check transferability
Validate whether the improvement holds across languages, formats, and real cases close to your product.
A metric is only useful when we know the task, the conditions, and the error that matters. The result begins with the design of the test.
ANALYSIS
Related analysis
AesCode Infographics Chart: what the evidence lets us verify—and what is missing for comparison
Public documentation describes the Chart channel, reports results, and provides evaluation code. But the datasets are not published, limiting independent reproduction and interpretation of the scores.
16 Oct 2026 ↗
AesCode Infographics Bound: What It Measures, How It Runs, and What It Cannot Compare
A methodological audit of the 'Bound' metric within Microsoft's AesCode evaluation suite. This analysis examines its role as a programmatic constraint in infographic generation, its integration with other metrics, and the limitations it imposes on cross-model comparability.
16 Oct 2026 ↗04 / SOURCES