MiniMax M3.1 Flash Card - NL2Repo-Bench: leaderboard

MiniMax M3.1 Flash official-weight card; native publisher-owned observation only. - **NL2Repo-Bench:** Claude Code 2.1.233, 512K context; reward hacking = 0; two inconsistent tasks corrected (scores use the corrected set). Reasoning effort,attempt count and unreported settings remain unspecified; recommended inference settings are not asserted evaluation settings. Comparative cells lack explicit per-cell evaluator provenance and are withheld. GDP.pdfAA,ALEofficial andOSWorldofficial mirrors are separately identified and not duplicated. CyberGym82.2 is compatible with release-prose82% at published whole-percent precision; no cross-source run fusion is inferred.

Metric: Reported score (0–100). Source: huggingface.co. 1 models tracked.

Top models

#ModelScoreOverall rank
1MiniMax-M3.1-Flash61.2#52

Interactive version: theaggregate.ai/benchmark?slug=minimax-m3-1-flash-card-nl2repo-bench · How It Works · Data refreshed daily, snapshot 2026-11-05.