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Ling 2.6 1t vs MiniMax: MiniMax M2.5

Last updated at: 2026-04-23

Metric Ling 2.6 1t Ling 2.6 1t none Release: 2026-04-23 Free Available MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12 Free Available
Score 4.5 5.7
Rank #105 #77
Consistency 10.0 5.6
Tests Correct
Attempt pass rate 16.7% 57.4%
Flaky tests 0 10
Total Runs 54 54
Cost per result 0.000 4.987
Total Cost $0.000 $0.250
Input Price $0.000 / 1M $0.150 / 1M
Output Price $0.000 / 1M $1.200 / 1M
Output Tokens 2,434 107,044
Reasoning Tokens 0 206,422
Response Time (avg) 8.79s 39.65s
Response Time (max) 25.72s 237.27s
Response Time (total) 158.19s 396.47s

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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 M2.5 7.9 6.3 83.3% 2 20.82s 286 45,344
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 M2.5 3.0 10.0 0.0% 0 0ms 0 0
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 M2.5 4.5 2.1 66.7% 1 60.39s 740 9,713
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 M2.5 4.6 1.7 66.7% 2 7.48s 266 3,835
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 M2.5 2.9 4.4 22.2% 2 237.27s 105,047 133,487
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 M2.5 3.8 2.5 33.3% 1 6.63s 25 1,686
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 M2.5 8.1 6.8 83.3% 1 4.64s 252 1,873
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 M2.5 5.3 7.2 44.4% 1 11.54s 159 9,547
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 M2.5 10.0 10.0 100.0% 0 15.35s 269 937

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