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ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 3 Pro Preview

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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 Google: Gemini 3 Pro Preview medium Release: Unknown release date
Rank #18 #3
Score 6.13 8.64
Consistency 8.91 10.00
Cost per result 0.177 0.947
Total Cost $0.013 $0.114
Tests Correct
Wrong Tests 7 2
Attempt pass rate 59.5% 85.7%
Flaky tests 2 0
Output Tokens 1,353 1,100
Reasoning Tokens 24,362 5,910

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
Google: Gemini 3 Pro Preview 10.00 10.00 100.0% 0 143 1,107
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
Google: Gemini 3 Pro Preview 10.00 10.00 100.0% 0 318 687
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
Google: Gemini 3 Pro Preview 4.00 10.00 33.3% 0 15 1,211
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
Google: Gemini 3 Pro Preview 9.50 10.00 100.0% 0 69 754
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
Google: Gemini 3 Pro Preview 10.00 10.00 100.0% 0 231 1,180
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
Google: Gemini 3 Pro Preview 10.00 10.00 100.0% 0 324 971

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