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articles/ai-foundry/how-to/benchmark-model-in-catalog.md

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@@ -36,12 +36,17 @@ In this article, you learn to streamline your model selection process in the Azu
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4. Go to the **Model leaderboards** section of the model catalog. This section displays the top three model leaders ranked along [quality](#quality), [cost](#cost), and [performance](#cost). You can select any of these models to check out more details.
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:::image type="content" source="../media/how-to/model-benchmarks/leaderboard-entry-select-model.png" alt-text="Screenshot showing the selected model from entry point of leaderboards on model catalog homepage." lightbox="../media/how-to/model-benchmarks/leaderboard-entry-select-model.png":::
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:::image type="content" source="../media/how-to/model-benchmarks/leaderboard-entry-select-model.png" alt-text="Screenshot showing the selected model from entry point of leaderboards on the model catalog homepage." lightbox="../media/how-to/model-benchmarks/leaderboard-entry-select-model.png":::
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1. From the **Model leaderboards** section of the model catalog, select **Browse leaderboards** to go to the [model leaderboards landing page](https://aka.ms/model-leaderboards) to see the full suite of leaderboards that are available. [Quality](#quality) is the most common criterion for model selection, followed by cost and performance.
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1. From the **Model leaderboards** section of the model catalog, select **Browse leaderboards** to go to the [model leaderboards landing page](https://aka.ms/model-leaderboards) to see the full suite of leaderboards that are available.
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:::image type="content" source="../media/how-to/model-benchmarks/leaderboard-entry.png" alt-text="Screenshot showing the entry point from model catalog into model leaderboards." lightbox="../media/how-to/model-benchmarks/leaderboard-entry.png":::
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The homepage displays leaderboard highlights for model selection criteria. Quality is the most common criterion for model selection, followed by cost and performance.
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:::image type="content" source="../media/how-to/model-benchmarks/leaderboard-highlights.png" alt-text="Screenshot showing the highlighted leaderboards in quality, cost, and performance." lightbox="../media/how-to/model-benchmarks/leaderboard-highlights.png":::
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### Compare models in the trade-off charts
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Trade-off charts allow you to compare models based on the criteria that you care more about. Suppose you care more about cost than quality and you discover that the highest quality model isn't the cheapest model, you might need to make trade-offs among quality, cost, and performance criteria. In the trade-off charts, you can compare how models perform along two metrics at a glance.
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1. Return to the model catalog homepage and select a model to use. For example, select **gpt-4o**. This action opens the model's overview page.
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1. Select a model to your liking and select **Model details**. For example, select **gpt-4o**. This action opens the model's overview page.
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1. Go to the **Benchmarks** tab to check the benchmark results for the model.
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