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Ling 2.6 1t vs MiniMax: MiniMax M2.7

Last updated at: 2026-04-23

Metric Ling 2.6 1t Ling 2.6 1t none Release: 2026-04-23 Free Available MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score 4.5 5.3
Rank #105 #87
Consistency 10.0 5.5
Tests Correct
Attempt pass rate 16.7% 51.9%
Flaky tests 0 10
Total Runs 54 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 2,434 4,984
Reasoning Tokens 0 62,787
Response Time (avg) 8.79s 31.08s
Response Time (max) 25.72s 117.04s
Response Time (total) 158.19s 528.37s

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Score vs Response Time (avg)

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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 1t 3.4 10.0 0.0% 0 6.55s 777 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 1t 5.5 10.0 0.0% 0 10.57s 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 1t 3.0 10.0 0.0% 0 23.53s 183 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 1t 10.0 10.0 100.0% 0 1.37s 285 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 1t 3.0 10.0 0.0% 0 1.04s 27 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 1t 5.0 10.0 0.0% 0 20.34s 140 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 1t 6.4 10.0 50.0% 0 5.36s 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 1t 3.1 10.0 0.0% 0 11.76s 131 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 1t 3.0 10.0 0.0% 0 25.72s 429 0
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001

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