Fig. 7: Benchmark reasoning analysis.

MindBench.ai Representative screenshot of the current M interface that provides a per-question breakdown within a selected benchmark domain/tag. Item-level summaries, reasoning analyses, and granular results highlight recurring error types and reasoning weaknesses, which supports targeted model improvement and more precise interpretation of benchmark results.