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ByteDance Seed: Seed-2.0-Mini vs MiniMax: MiniMax M2.5

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Last updated at : 2026-02-27 15:16

Summary

Metric ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-26 MiniMax: MiniMax M2.5 medium Release: Unknown release date
Rank #18 #26
Score 6.13 5.64
Consistency 8.91 6.12
Cost per result 0.177 4.028
Total Cost $0.013 $0.242
Tests Correct
Wrong Tests 7 8
Attempt pass rate 59.5% 64.3%
Flaky tests 2 7
Output Tokens 1,353 121,297
Reasoning Tokens 24,362 203,513

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 7.00 9.99 66.7% 0 354 9,352
MiniMax: MiniMax M2.5 9.33 7.89 88.9% 1 286 45,112
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 9.88 10.00 100.0% 0 246 2,743
MiniMax: MiniMax M2.5 5.50 5.81 83.3% 1 369 4,952
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 1.00 10.00 0.0% 0 0 0
MiniMax: MiniMax M2.5 1.00 4.41 22.2% 2 111,023 139,533
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 8.00 9.99 50.0% 0 69 2,050
MiniMax: MiniMax M2.5 7.00 6.41 66.7% 1 1,121 2,521
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 5.33 4.91 77.8% 2 462 4,982
MiniMax: MiniMax M2.5 4.33 4.79 55.6% 2 8,229 10,458
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 10.00 10.00 100.0% 0 222 5,235
MiniMax: MiniMax M2.5 10.00 10.00 100.0% 0 269 937

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