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Extend simulatability and change some visualizations (5)#151

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AntoninPoche wants to merge 48 commits into
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Extend simulatability and change some visualizations (5)#151
AntoninPoche wants to merge 48 commits into
mainfrom
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Type of Change

  • 📚 Examples / docs / tutorials / dependencies update
  • 🔧 Bug fix (non-breaking change which fixes an issue)
  • 🥂 Improvement (non-breaking change which improves an existing feature)
  • 🚀 New feature (non-breaking change which adds functionality)
  • 💥 Breaking change (fix or feature that would cause existing functionality to change)
  • 🔐 Security fix

Checklist

  • I've read the CODE_OF_CONDUCT.md document.
  • I've read the CONTRIBUTING.md guide.
  • I've successfully run the style checks using make lint.
  • I've written tests for all new methods and classes that I created and successfully ran make test.
  • I've written the docstring in Google format for all the methods and classes that I used.

for classification, selecting after the pooler give (n, d) activations and not (n, l, d). We now consider this as valid
useful when there are too many classes. Furthermore, this commit removes the global concepts description from the top
user_llm was aid to be optional but was not
when consim is this function is called on different seeds, it gains a lot of time
we remove ep explanations because they should not be used. And the alternance between samples, labels, and explanations is much easier to process.
We plan to add attribution simulatability and rationale simulatability, so we divide the simulatability only elements and the ones related to concepts. At the same time, we will change the evaluation system from predicting on a batch of samples (much more complicated) to predicting for one element at a time. This also allows us to use reasoning models.
@AntoninPoche AntoninPoche marked this pull request as draft May 19, 2026 09:58
@AntoninPoche AntoninPoche changed the title Extend simulatability and change some visualizations Extend simulatability and change some visualizations (4) May 21, 2026
@AntoninPoche AntoninPoche changed the title Extend simulatability and change some visualizations (4) Extend simulatability and change some visualizations (5) May 26, 2026
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