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Evaluate baseline bce model performance - #1

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cursor/evaluate-baseline-bce-model-performance-f744
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Evaluate baseline bce model performance#1
d-ulker wants to merge 7 commits into
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cursor/evaluate-baseline-bce-model-performance-f744

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@d-ulker

@d-ulker d-ulker commented Sep 4, 2025

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Fix CombinedLossTrainer bug and implement Asymmetric/Combined Loss strategies with optimized hyperparameters to address catastrophic BCE baseline failure due to class imbalance.

The BCE baseline model achieved an F1 Macro of only 0.054, learning only 3 out of 28 emotion classes, due to an extreme class imbalance ratio of 99.67. This PR introduces specialized loss functions (Asymmetric Loss, Combined Loss) and refined hyperparameters to effectively handle this imbalance and significantly improve model performance. A critical bug in CombinedLossTrainer was also fixed.


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cursoragent and others added 2 commits September 4, 2025 17:13
Co-authored-by: denizcan.uelker <denizcan.uelker@mercedes-benz.com>
- Fixed missing num_items_in_batch parameter in CombinedLossTrainer.training_step()
- Added emergency training scripts after BCE baseline failure (5.4% F1)
- Created pragmatic training script for final model with Combined Loss (70% ASL)
- Added monitoring scripts for training progress
- Updated notebook with critical findings and new strategy
@cursor

cursor Bot commented Sep 4, 2025

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Cursor Agent can help with this pull request. Just @cursor in comments and I'll start working on changes in this branch.
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Hi @uelkerd! 👋

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cursoragent and others added 5 commits September 4, 2025 18:34
Co-authored-by: denizcan.uelker <denizcan.uelker@mercedes-benz.com>
Co-authored-by: denizcan.uelker <denizcan.uelker@mercedes-benz.com>
Co-authored-by: denizcan.uelker <denizcan.uelker@mercedes-benz.com>
Co-authored-by: denizcan.uelker <denizcan.uelker@mercedes-benz.com>
Co-authored-by: denizcan.uelker <denizcan.uelker@mercedes-benz.com>
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2 participants