X-RAY: Mapping LLM Reasoning Capability via Formalized and Calibrated Probes 事件

BREAKTHROUGH2026-06-03影响: HIGH

X-RAY: Mapping LLM Reasoning Capability via Formalized and Calibrated Probes arXiv:2603.05290v2 Announce Type: replace Abstract: Large language models (LLMs) achieve promising performance, yet their ability to reason remains poorly understood. Existing evaluations largely emphasize task-level accuracy, often conflating pattern matching with reasoning capability. We present X-RAY, an explainable reasoning analysis system that maps the LLM reasoning capability using calibrated, formally verified