Compare / Gemini 3.1 Pro Preview vs MiniMax M3

Gemini 3.1 Pro Preview vs MiniMax M3

18 results from 2 sources that measured both models. Each row is in the source's own units; there is no overall winner.

Gemini 3.1 Pro Preview
Google · profile
MiniMax M3
MiniMax · profile
Results compared
18
Shared sources
2
BenchmarkMetricGemini 3.1 Pro PreviewMiniMax M3
Arena (formerly LMArena)reportedConfirmed task successIPS effect estimate -0.08-0.14
Arena (formerly LMArena)reportedPraise over complaintIPS effect estimate -0.01-0.13
Arena (formerly LMArena)reportedSteerabilityIPS effect estimate -0.04-0.07
Arena (formerly LMArena)reportedTool groundingIPS effect estimate -0.00-0.00
Arena (formerly LMArena)reportedOverallArena rating 1,4591,433
Arena (formerly LMArena)reportedOverallArena rating 1,4721,434
Arena (formerly LMArena)reportedBusiness, management and financeArena rating 1,4771,450
Arena (formerly LMArena)reportedCreative writingArena rating 1,4801,406
Arena (formerly LMArena)reportedExpert promptsArena rating 1,5091,471
Arena (formerly LMArena)reportedInstruction followingArena rating 1,4791,435
Arena (formerly LMArena)reportedOverallArena rating 1,4871,440
Arena (formerly LMArena)reportedWriting, literature and languageArena rating 1,4801,422
OpenHands IndexreportedAverage% resolved 60.6%57.2%
OpenHands IndexreportedFront end (SWE-Bench Multimodal)% resolved 44.1%36.8%
OpenHands IndexreportedGreenfield (Commit0)% resolved 25.0%25.0%
OpenHands IndexreportedInformation gathering (GAIA)% resolved 81.8%66.7%
OpenHands IndexreportedIssue resolution (SWE-Bench)% resolved 76.8%76.4%
OpenHands IndexreportedTesting (SWT-Bench)% resolved 75.1%81.1%

Bold green marks the better value on that metric. Where a source reports ranges that overlap, the difference may not be meaningful; see the benchmark page for ranges.