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ByteDance Seed: Seed-2.0-Mini vs MiniMax: MiniMax M3

Last updated at: 2026-06-01

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 MiniMax M3 MiniMax M3 medium Release: 2026-06-01
Score 7.1 7.3
Rank #77 #65
Reliability 10.0 9.6
Consistency 9.2 8.4
Tests Correct
Attempt pass rate 60.0% 68.3%
Flaky tests 2 6
Total Runs 60 60
Cost per result 0.397 1.083
Total Cost $0.044 $0.120
Input Price $0.100 / 1M $0.300 / 1M
Output Price $0.400 / 1M $1.200 / 1M
Output Tokens 2,555 46,884
Reasoning Tokens 95,974 85,935
Response Time (avg) 80.22s 68.44s
Response Time (max) 262.83s 431.03s
Response Time (total) 1363.72s 1300.32s

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Score vs Total Cost

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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
Seed-2.0-Mini 6.6 10.0 50.0% 0 74.75s 360 9,520
MiniMax M3 5.5 3.7 66.7% 3 14.95s 874 3,414
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 6.8 9.8 50.0% 0 220.48s 464 34,964
MiniMax M3 7.5 10.0 66.7% 1 185.58s 4,071 26,059
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 404 29,806
MiniMax M3 10.0 10.0 100.0% 0 65.30s 1,306 6,253
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 246 2,743
MiniMax M3 10.0 10.0 100.0% 0 14.92s 514 3,164
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0
MiniMax M3 6.0 10.0 44.4% 1 233.13s 16,254 19,070
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 213 4,210
MiniMax M3 5.1 3.4 33.3% 1 33.25s 2,487 2,523
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 69 2,050
MiniMax M3 9.8 10.0 100.0% 0 6.14s 103 920
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 8.2 7.2 88.9% 1 31.79s 527 5,667
MiniMax M3 7.9 9.9 66.7% 0 49.91s 11,946 13,761
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 222 5,235
MiniMax M3 10.0 10.0 100.0% 0 11.91s 281 555
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 56.76s 50 1,779
MiniMax M3 3.0 10.0 0.0% 0 100.80s 9,048 10,216

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