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inclusionAI: Ling-2.6-flash vs MiniMax: MiniMax M2.5

Summary

Ling-2.6-flash vs MiniMax M2.5 benchmark comparison: MiniMax M2.5 leads on average score with 5.3 vs 5.0. Ling-2.6-flash has the lower benchmark cost at $0.001 vs $0.385. Ling-2.6-flash is faster at 9.34s vs 65.37s, with pass rates of 31.8% vs 46.0%.

Recommended model: Ling-2.6-flash - Its score stays close to the best score here (5.0 vs 5.3), while costing about 779.4x less than MiniMax M2.5.

Last updated at: 2026-06-04

Metric Ling-2.6-flash Ling-2.6-flash none Release: 2026-04-21 MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12
Score 5.0 5.3
Rank #138 #129
Reliability 10.0 10.0
Consistency 9.2 6.5
Tests Correct
Attempt pass rate 31.8% 46.0%
Flaky tests 2 9
Total Runs 63 63
Cost per result 0.005 7.900
Total Cost $0.001 $0.385
Input Price $0.010 / 1M $0.150 / 1M
Output Price $0.030 / 1M $1.150 / 1M
Total Input Tokens 40,718 43,706
Output Tokens 2,878 109,495
Reasoning Tokens 0 330,814
Response Time (avg) 9.34s 65.37s
Response Time (max) 35.34s 251.36s
Response Time (total) 177.48s 849.76s

Generation showcase

Hamster playing table tennis

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

#138 Ling-2.6-flash

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

#129 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-flash 6.8 8.1 58.3% 1 11.81s 726 573 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-flash 5.3 10.0 33.3% 0 11.21s 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-flash 3.0 10.0 0.0% 0 35.34s 20,818 1,069 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-flash 6.5 10.0 50.0% 0 8.48s 8,004 246 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-flash 3.0 10.0 0.0% 0 4.95s 810 24 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-flash 4.0 10.0 0.0% 0 1.45s 540 109 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-flash 9.8 10.0 100.0% 0 5.52s 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-flash 2.9 7.2 11.1% 1 6.51s 729 151 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-flash 3.0 10.0 0.0% 0 18.80s 7,324 229 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-flash 3.0 10.0 0.0% 0 1.06s 222 15 0
MiniMax M2.5 3.0 10.0 0.0% 0 80.79s 213 1,280 18,535

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