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DeepSeek: DeepSeek V3.2 vs MiniMax: MiniMax M2.5

Last updated at: 2026-06-01

Metric DeepSeek V3.2 DeepSeek V3.2 none Release: 2025-12-01 MiniMax M2.5 MiniMax M2.5 medium Release: 2026-02-12
Score 5.6 5.5
Rank #120 #124
Reliability 10.0 10.0
Consistency 8.3 6.4
Tests Correct
Attempt pass rate 41.7% 48.3%
Flaky tests 6 9
Total Runs 60 60
Cost per result 0.222 6.075
Total Cost $0.018 $0.294
Input Price $0.252 / 1M $0.150 / 1M
Output Price $0.378 / 1M $1.150 / 1M
Output Tokens 11,159 109,492
Reasoning Tokens 0 251,674
Response Time (avg) 14.43s 49.87s
Response Time (max) 115.89s 237.27s
Response Time (total) 288.55s 598.39s

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) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.2 8.2 8.3% 1 9.35s 1,073 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
DeepSeek V3.2 3.1 5.4 16.7% 1 20.87s 4,522 0
MiniMax M2.5 3.5 9.8 0.0% 0 125.80s 354 27,037
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 6.5 10.0 0.0% 0 115.89s 2,887 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
DeepSeek V3.2 6.3 5.8 66.7% 1 9.42s 1,710 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
DeepSeek V3.2 2.9 6.9 11.1% 1 4.17s 21 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
DeepSeek V3.2 6.8 10.0 66.7% 1 9.32s 43 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
DeepSeek V3.2 10.0 10.0 100.0% 0 1.52s 66 0
MiniMax M2.5 7.5 10.0 50.0% 0 621ms 156 1,495
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 8.3 10.0 77.8% 1 6.91s 298 0
MiniMax M2.5 5.3 7.2 44.4% 1 11.21s 1,069 9,605
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 11.85s 522 0
MiniMax M2.5 10.0 10.0 100.0% 0 15.35s 269 937
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 3.0 10.0 0.0% 0 17.23s 17 0
MiniMax M2.5 3.0 10.0 0.0% 0 80.79s 1,280 18,535

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