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ByteDance Seed: Seed-2.0-Mini vs Google: Gemini 2.5 Flash

Last updated at: 2026-06-01

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Gemini 2.5 Flash Gemini 2.5 Flash none Release: 2025-06-17
Score 7.1 6.4
Rank #77 #95
Reliability 10.0 10.0
Consistency 9.2 9.6
Tests Correct
Attempt pass rate 60.0% 48.3%
Flaky tests 2 1
Total Runs 60 60
Cost per result 0.397 0.159
Total Cost $0.044 $0.015
Input Price $0.100 / 1M $0.300 / 1M
Output Price $0.400 / 1M $2.500 / 1M
Output Tokens 2,555 1,764
Reasoning Tokens 95,974 0
Response Time (avg) 80.22s 889ms
Response Time (max) 262.83s 4.39s
Response Time (total) 1363.72s 17.79s

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 2.5 Flash 3.0 10.0 0.0% 0 582ms 102 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 6.8 9.8 50.0% 0 220.48s 464 34,964
Gemini 2.5 Flash 6.8 10.0 50.0% 0 810ms 477 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
Gemini 2.5 Flash 3.0 10.0 0.0% 0 4.39s 366 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
Gemini 2.5 Flash 10.0 10.0 100.0% 0 652ms 279 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
Gemini 2.5 Flash 5.9 7.2 55.6% 1 495ms 12 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
Gemini 2.5 Flash 5.0 10.0 0.0% 0 615ms 78 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
Gemini 2.5 Flash 10.0 10.0 100.0% 0 590ms 72 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 31.79s 527 5,667
Gemini 2.5 Flash 7.7 10.0 66.7% 0 604ms 132 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
Gemini 2.5 Flash 10.0 10.0 100.0% 0 1.91s 234 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
Gemini 2.5 Flash 3.0 10.0 0.0% 0 1.15s 12 0

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