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Ling 2.6 Flash vs MiniMax: MiniMax M2.7

Last updated at: 2026-04-22

Metric Ling 2.6 Flash Ling 2.6 Flash none Release: 2026-04-21 Free Available MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score 5.4 5.3
Rank #78 #81
Consistency 9.5 5.5
Tests Correct
Attempt pass rate 35.2% 51.9%
Flaky tests 1 10
Total Runs 52 54
Cost per result 0.000 2.273
Total Cost $0.000 $0.091
Input Price $0.000 / 1M $0.300 / 1M
Output Price $0.000 / 1M $1.200 / 1M
Output Tokens 3,338 4,984
Reasoning Tokens 0 62,787
Response Time (avg) 11.33s 31.08s
Response Time (max) 35.34s 117.04s
Response Time (total) 203.88s 528.37s

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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
Ling 2.6 Flash 6.5 10.0 50.0% 0 12.30s 1,064 0
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 10.0 10.0 100.0% 0 11.21s 381 0
MiniMax M2.7 10.0 10.0 100.0% 0 91.27s 467 15,175
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 3.0 10.0 0.0% 0 35.34s 1,069 0
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 6.5 10.0 50.0% 0 8.48s 246 0
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 3.0 10.0 0.0% 0 4.94s 20 0
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 4.1 10.0 0.0% 0 11.85s 106 0
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 9.8 10.0 100.0% 0 5.52s 81 0
MiniMax M2.7 3.7 1.8 50.0% 2 12.64s 213 2,457
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 2.9 7.2 11.1% 1 11.55s 142 0
MiniMax M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ling 2.6 Flash 3.0 10.0 0.0% 0 18.80s 229 0
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001

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