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ByteDance Seed: Seed-2.0-Mini vs Google: Gemma 4 31B

Last updated at: 2026-04-02

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Gemma 4 31B Gemma 4 31B none Release: 2026-04-02
Score 7.3 6.7
Rank #35 #47
Consistency 9.1 10.0
Tests Correct
Attempt pass rate 64.7% 52.9%
Flaky tests 2 0
Total Runs 51 51
Cost per result 0.281 0.023
Total Cost $0.029 $0.002
Input Price $0.100 / 1M $0.140 / 1M
Output Price $0.400 / 1M $0.400 / 1M
Output Tokens 1,971 660
Reasoning Tokens 58,624 0
Response Time (avg) 60.58s 2.55s
Response Time (max) 262.83s 4.68s
Response Time (total) 848.16s 38.20s

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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
Gemma 4 31B 6.5 10.0 50.0% 0 1.85s 45 0
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
Gemma 4 31B 3.0 10.0 0.0% 0 0ms 0 0
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
Gemma 4 31B 10.0 10.0 100.0% 0 2.25s 285 0
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
Gemma 4 31B 7.7 10.0 66.7% 0 3.22s 27 0
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
Gemma 4 31B 10.0 10.0 100.0% 0 2.09s 117 0
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
Gemma 4 31B 6.5 10.0 50.0% 0 2.84s 78 0
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 25.85s 457 5,060
Gemma 4 31B 5.5 10.0 33.3% 0 2.95s 108 0
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
Gemma 4 31B 3.0 10.0 0.0% 0 0ms 0 0

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