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ResearchSeptember 17, 2026

OBC-Prune: Outcome-Based Calibration for Large Reasoning Model Pruning

Large reasoning models (LRMs) generate long chain-of-thought traces before answering, creating significant inference overhead. Pruning can reduce this cost, but its effectiveness depends on the calibration data used to estimate parameter importance. Recent work calibrates on the…

Ha Lan Nguyen, Huy Hoang Tran, Trac-Duy Tran, Dung D. Le·arXiv — cs.AI
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Key Takeaways
  • 01.Large reasoning models (LRMs) generate long chain-of-thought traces before answering, creating significant inference overhead
  • 02.Pruning can reduce this cost, but its effectiveness depends on the calibration data used to estimate parameter importance
  • 03.Recent work calibrates on the…

This material is provided as an extended analytical summary.

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Aggregated within AI Qazaqstan national intelligence stream with author attribution.

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