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Kowshik Thopalli

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#small language model Preprint Oct 2026

COMPASS: Finding Where Reasoning Lives in Language Models

Comparing three model families and multiple math benchmarks, COMPASS outperforms the activation-steering baselines the authors compare against, improves GSM8K accuracy by 16 percentage points on average, and approaches CoT accuracy with 20-70\% fewer generated tokens.

Pratyay Dutta, Kowshik Thopalli, V. Narayanaswamy · 0 citations

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