arXiv cs.LG
7/15/2026

Mirror Horizon: Viable Path Entropy as a Measure of Bounded Reflection
Short summary
This paper formalizes Mirror Theory's viable path entropy (VPE), a measure of an AI system's verified continuation capacity under bounded reflection. VPE decomposes capability into reachability of viable continuations and diversity of verified modes. Experiments on Qwen2.5 models over GSM8K show that increasing token budget from 96 to 160 substantially expands verified reachability, with Qwen2.5-1.5B outperforming the larger 3B model at 160 tokens, demonstrating that capability is not just parameter count.
- •Formalizes viable path entropy as a measure of LLM reasoning capability under bounded reflection
- •Decomposes capability into reachability probability and diversity of verified continuation modes
- •Qwen2.5-1.5B outperforms 3B model at 160-token budget, showing capability ≠ parameter count
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