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#post-processing News & Analysis

2 articles tagged with #post-processing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Apr 106/10
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CAFP: A Post-Processing Framework for Group Fairness via Counterfactual Model Averaging

Researchers introduce CAFP, a post-processing framework that mitigates algorithmic bias by averaging predictions across factual and counterfactual versions of inputs where sensitive attributes are flipped. The model-agnostic approach eliminates the need for retraining or architectural modifications, making fairness interventions practical for deployed systems in high-stakes domains like credit scoring and criminal justice.

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AIBullisharXiv – CS AI · Mar 35/105
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Iterative LLM-based improvement for French Clinical Interview Transcription and Speaker Diarization

Researchers developed a multi-pass LLM post-processing system that significantly improves French clinical speech transcription accuracy by alternating between speaker recognition and word recognition passes. The system achieved significant word error rate reductions in suicide prevention conversations while maintaining stability in neurosurgery consultations with feasible computational costs for clinical deployment.