Research

Experimental setup, ablation design, and results for the ICE-ICL research program.

• Experimental Setup
  • Training
  • Evaluation Benchmark
  • Metrics
  • Statistical Testing
  • Inference Timing
• Ablation Design
  • The Twelve Arms
  • What Each Comparison Isolates
  • Full Results Table
  • Paired Differences — Tier 1
  • Paired Differences — Tier 2 (feedback variants vs C)
  • By Task Type
  • Dataset-Level Win Rates
  • Decision Feedback: Design Matters
  • Recommendation
• Results
  • Headline Numbers
  • By Task Type
  • Inference Scaling
  • Calibration
  • Open Questions