Unverified50% confidenceBenchmarkExact time
On a Python function repair task containing two bugs, MiniMax M3.1 Flash passed all 215 hidden tests under both the default reasoning intensity and `reasoning_effort="low"`.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/19/2026
First Seen
Valid until: 1/17/2027
Sources
Related Entities
Related Claims
UnverifiedMiniMax M3.1 Flash's adaptive thinking depth scales with prompt complexity: for short classification prompts, the low level produces 0 thinking tokens and the default max level averages only 6, yet all labels are correct.67% similarUnverifiedDeepSeek V4.1 Flash has a weakness of over-thinking, often spending too much time on unnecessary reasoning and test runs, slowing down overall completion time.63% similarUnverifiedThis benchmark has the following limitations: judge reliability issues, the sample size limitation of each of the 100 scenarios being run only once, a single pressure condition, a pure text environment, the <think> block not guaranteeing access to the model's complete internal reasoning, and limited generalization ability.62% similarUnverifiedIn full-stack application testing, Muse Glimmer scored only 7 points, with the core functionality of the produced prototype completely unusable, exposing its tendency to excel only at basic tasks.61% similarUnverifiedM3.1 Flash fixes the 2013 error by removing the thinking field or sending {"type": "adaptive"}; to speed things up you should lower reasoning_effort rather than disable thinking.60% similar
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