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  5. Ablation Study
Evaluation & Benchmarksaka ablation

Ablation Study

Systematically removing or disabling parts of a system to measure what each part contributes.

Ask Melo about this← all terms

Papers use ablations to justify an architecture, a data mix, or a training trick: drop the component, rerun the eval, report the delta. A missing ablation often means the claimed ingredient was never isolated. Results still depend on the rest of the recipe, so one ablation is evidence, not proof in every setting.

Related terms

AI BenchmarkError AnalysisEvaluation HarnessMetricHolistic Evaluation of Language ModelsPrecision

Where Ablation Study comes up

  • Goodfire Neurons as an Interpretable Basis: 2.9% Loss After Ablating 92% of MoE Units
  • Heretic 2.0 Released: Plugins, ARA Modifier and Reproducible Models
  • Figure Helix 2.5: Zero-Shot Autonomy Across 30 Unseen Homes
  • Heretic: Complete Guide to Automatic LLM Censorship Removal