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trying this again
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_freeze/docs/src/how_to_guides/llm/execute-results/md.json

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_freeze/docs/src/tutorials/classification/execute-results/md.json

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docs/src/how_to_guides/llm.md

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Below we include a short demo video that shows the REPL-based chatbot in action.
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![](../../../docs/src/www/demo_llm.gif)
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![](../www/demo_llm.gif)
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## Final Remarks
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docs/src/how_to_guides/llm.qmd

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Below we include a short demo video that shows the REPL-based chatbot in action.
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![](/docs/src/www/demo_llm.gif)
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![](../www/demo_llm.gif)
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## Final Remarks
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docs/src/tutorials/classification.md

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docs/src/tutorials/classification.qmd

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These two examples illustrate an interesting point: for regions characterized by high predictive uncertainty, conformal prediction sets are typically empty (for low coverage) or large (for high coverage). While set-valued predictions may be something to get used to, this notion is overall intuitive.
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```{julia}
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#| output: true
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#| output: false
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#| label: fig-anim
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#| fig-cap: "The effect of the coverage rate on the conformal prediction set. Softmax probabilities are shown on the left. The size of the prediction set is shown on the right."
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