Compare / MiniMax M2.1 vs GPT-5.4

MiniMax M2.1 vs GPT-5.4

11 results from 3 sources that measured both models. Each row is in the source's own units; there is no overall winner.

MiniMax M2.1
MiniMax · profile
GPT-5.4
OpenAI · profile
Results compared
11
Shared sources
3
BenchmarkMetricMiniMax M2.1GPT-5.4
OpenHands IndexreportedAverage% resolved 41.2%64.3%
OpenHands IndexreportedFront end (SWE-Bench Multimodal)% resolved 16.2%36.8%
OpenHands IndexreportedGreenfield (Commit0)% resolved 18.8%56.2%
OpenHands IndexreportedInformation gathering (GAIA)% resolved 40.6%82.4%
OpenHands IndexreportedIssue resolution (SWE-Bench)% resolved 68.8%75.6%
OpenHands IndexreportedTesting (SWT-Bench)% resolved 61.4%70.4%
UGI LeaderboardreportedRequested-length error% off the requested word count 31.0%30.0%
UGI LeaderboardreportedStyle adherencescore from 0 to 1 0.410.40
UGI LeaderboardreportedWriting scorescore out of 100 41.668.8
Vectara Hallucination LeaderboardreportedAnswer rate% of documents 98.5%99.9%
Vectara Hallucination LeaderboardreportedHallucination rate% of summaries 11.8%7.0%

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.