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MiniMax: MiniMax M2.5 vs StepFun: Step 3.5 Flash

Model Name:

Last updated at : 2026-02-27 15:16

Summary

Metric MiniMax: MiniMax M2.5 medium Release: Unknown release date StepFun: Step 3.5 Flash medium Release: Unknown release date Free Available
Rank #26 #11
Score 5.64 7.00
Consistency 6.12 8.32
Cost per result 4.028 0.000
Total Cost $0.242 $0.000
Tests Correct
Wrong Tests 8 5
Attempt pass rate 64.3% 73.8%
Flaky tests 7 3
Output Tokens 121,297 60,502
Reasoning Tokens 203,513 117,044

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 9.33 7.89 88.9% 1 286 45,112
StepFun: Step 3.5 Flash 10.00 10.00 100.0% 0 13,924 17,208
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 5.50 5.81 83.3% 1 369 4,952
StepFun: Step 3.5 Flash 10.00 10.00 100.0% 0 535 11,548
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 1.00 4.41 22.2% 2 111,023 139,533
StepFun: Step 3.5 Flash 4.00 7.21 44.4% 1 40,942 74,237
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 7.00 6.41 66.7% 1 1,121 2,521
StepFun: Step 3.5 Flash 10.00 10.00 100.0% 0 2,121 3,274
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 4.33 4.79 55.6% 2 8,229 10,458
StepFun: Step 3.5 Flash 2.00 4.96 33.3% 2 2,705 6,975
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
MiniMax: MiniMax M2.5 10.00 10.00 100.0% 0 269 937
StepFun: Step 3.5 Flash 10.00 10.00 100.0% 0 275 3,802

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