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MiniMax: MiniMax M2.7 vs Elephant Alpha

Last updated at: 2026-05-29

Metric MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18 Elephant Alpha Elephant Alpha none Release: 2026-04-14
Score 5.4 5.2
Rank #128 #136
Reliability 10.0 N/A
Consistency 6.7 9.6
Tests Correct
Attempt pass rate 48.3% 29.8%
Flaky tests 8 1
Total Runs 60 60
Cost per result 2.076 0.000
Total Cost $0.104 $0.000
Input Price $0.279 / 1M $0.000 / 1M
Output Price $1.200 / 1M $0.000 / 1M
Output Tokens 8,224 2,573
Reasoning Tokens 73,373 0
Response Time (avg) 29.86s 1.22s
Response Time (max) 117.04s 3.81s
Response Time (total) 567.39s 22.03s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
Elephant Alpha 6.6 10.0 50.0% 0 963ms 610 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 6.9 9.6 50.0% 0 54.73s 474 22,402
Elephant Alpha 4.7 6.7 33.3% 1 1.39s 375 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
Elephant Alpha 3.0 10.0 0.0% 0 3.81s 731 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
Elephant Alpha 6.5 10.0 50.0% 0 1.04s 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
Elephant Alpha 3.0 10.0 0.0% 0 927ms 24 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
Elephant Alpha 4.0 10.0 0.0% 0 854ms 106 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.8 5.8 33.3% 1 12.80s 350 2,600
Elephant Alpha 9.8 10.0 100.0% 0 1.03s 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 5.9 7.2 55.6% 1 24.87s 362 7,840
Elephant Alpha 4.2 10.0 0.0% 0 807ms 170 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001
Elephant Alpha 3.0 10.0 0.0% 0 2.79s 230 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
MiniMax M2.7 3.0 10.0 0.0% 0 22.77s 3,068 3,452
Elephant Alpha 0.0 0.0 0.0% 0 0ms 0 0

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