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

Last updated at: 2026-04-14

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Gemini 3 Flash Preview Gemini 3 Flash Preview medium Release: 2025-12-17
Score 7.5 10.0
Rank #36 #1
Consistency 9.2 10.0
Tests Correct
Attempt pass rate 66.7% 100.0%
Flaky tests 2 0
Total Runs 54 54
Cost per result 0.333 1.740
Total Cost $0.037 $0.314
Input Price $0.100 / 1M $0.500 / 1M
Output Price $0.400 / 1M $3.000 / 1M
Output Tokens 2,419 2,072
Reasoning Tokens 79,238 97,041
Response Time (avg) 69.70s 17.60s
Response Time (max) 262.83s 79.71s
Response Time (total) 1045.47s 193.57s

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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 4.13s 305 3,490
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 79.71s 432 48,771
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 50.16s 351 12,645
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 4.72s 279 5,333
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 21.12s 12 14,908
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 4.09s 111 1,285
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 6.10s 72 4,558
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 4.43s 276 4,921
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
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 10.55s 234 1,130

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