For Numerical Tasks (GSM8K, MATH).We filter intermediate calculations to isolate the terminal value:

Tier 3 (Heuristic Fallback): Isolated tokens at the end of the text (used only when high-priority signals are absent)

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Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models

cs.LG · 2026-04-17

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Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models cs.LG · 2026-04-17 · unreviewed · ref 3