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How Accurate Is Your Model Right Now? Estimating Accuracy Without Labels

Label-free accuracy estimation under data shift — and the monitoring sidecar that uses it. Scope note: two intent-classification datasets (Banking77, CLINC150), one ModernBERT-base classifier each…

  • Six methods for label-free accuracy estimation discussed
  • Temperature scaling and mean confidence tied on Banking77 dataset
  • MLP error predictor leads on CLINC150 dataset with Detect rate 0.83

SafePlate

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built My friend Aarav is allergic to peanuts, tree nuts and dairy.

  • SafePlate app helps allergy sufferers like Aarav
  • Uses open-weight LLM in browser via WebGPU
  • Provides SAFE, CAUTION, AVOID verdicts offline

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