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inclusionAI: Ling-2.6-1T vs MiniMax: MiniMax M2.5

Summary

Ling-2.6-1T vs MiniMax M2.5 benchmark comparison: The average score is effectively tied at 4.7 vs 4.7. Ling-2.6-1T has the lower benchmark cost at $0.005 vs $0.303. Ling-2.6-1T is faster at 7.72s vs 65.37s, with pass rates of 14.3% vs 46.0%.

Recommended model: Ling-2.6-1T - It has the best score here (4.7), while costing about 73.1x less than MiniMax M2.5.

Last updated at: 2026-06-12

Metric Ling-2.6-1T Ling-2.6-1T none Release: 2026-04-23 MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12
Score 4.7 4.7
Rank #152 #151
Reliability N/A 10.0
Consistency 10.0 6.5
Tests Correct
Attempt pass rate 14.3% 46.0%
Flaky tests 0 9
Total Runs 63 63
Cost per result 0.000 7.900
Total Cost $0.005 $0.303
Input Price $0.075 / 1M $0.150 / 1M
Output Price $0.625 / 1M $0.900 / 1M
Total Input Tokens 34,905 43,706
Output Tokens 2,434 109,495
Reasoning Tokens 0 330,814
Response Time (avg) 7.72s 65.37s
Response Time (max) 25.72s 251.36s
Response Time (total) 139.00s 849.76s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#152 Ling-2.6-1T

none
No showcase result has been generated for this model yet.
Cost
$0.000
Time
-
Tokens
0 tok

#151 MiniMax M2.5

medium
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

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) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.4 10.0 0.0% 0 6.55s 726 777 0
MiniMax M2.5 7.9 6.3 83.3% 2 20.82s 612 286 45,344
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.8 10.0 0.0% 0 10.57s 813 381 0
MiniMax M2.5 3.4 9.1 0.0% 0 188.58s 6,076 357 106,177
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.0 10.0 0.0% 0 23.53s 9,030 183 0
MiniMax M2.5 4.5 2.1 66.7% 1 60.39s 21,104 740 9,713
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 10.0 10.0 100.0% 0 1.37s 8,313 285 0
MiniMax M2.5 4.6 1.7 66.7% 2 7.48s 6,584 266 3,835
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.0 10.0 0.0% 0 1.04s 810 27 0
MiniMax M2.5 2.9 4.4 22.2% 2 237.27s 308 105,047 133,487
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 5.0 10.0 0.0% 0 20.34s 540 140 0
MiniMax M2.5 3.8 2.5 33.3% 1 6.63s 492 25 1,686
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 6.4 10.0 50.0% 0 5.36s 732 81 0
MiniMax M2.5 7.5 10.0 50.0% 0 621ms 699 156 1,495
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.1 10.0 0.0% 0 5.36s 729 131 0
MiniMax M2.5 5.3 7.2 44.4% 1 11.21s 495 1,069 9,605
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.0 10.0 0.0% 0 25.72s 13,212 429 0
MiniMax M2.5 10.0 10.0 100.0% 0 15.35s 7,123 269 937
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ling-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
MiniMax M2.5 3.0 10.0 0.0% 0 80.79s 213 1,280 18,535

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