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

Last updated at: 2026-05-10

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 Free Available
Score 7.2 6.9
Rank #58 #66
Reliability 3.3 10.0
Consistency 9.2 10.0
Tests Correct
Attempt pass rate 63.2% 52.6%
Flaky tests 2 0
Total Runs 57 57
Cost per result 0.339 0.025
Total Cost $0.038 $0.003
Input Price $0.100 / 1M $0.130 / 1M
Output Price $0.400 / 1M $0.380 / 1M
Output Tokens 2,469 1,371
Reasoning Tokens 81,017 0
Response Time (avg) 68.89s 3.86s
Response Time (max) 262.83s 26.13s
Response Time (total) 1102.23s 65.57s

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
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
Coding 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% 0 197.31s 448 20,614
Gemma 4 31B 10.0 10.0 100.0% 0 26.13s 699 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 6.5 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
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
Gemma 4 31B 3.0 10.0 0.0% 0 1.25s 12 0

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