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

Last updated at: 2026-04-26

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemini 3 Flash Preview Gemini 3 Flash Preview none Release: 2025-12-17
Score 8.6 8.1
Rank #8 #25
Reliability N/A N/A
Consistency 8.8 9.1
Tests Correct
Attempt pass rate 83.3% 77.8%
Flaky tests 3 2
Total Runs 54 54
Cost per result 0.926 0.156
Total Cost $0.121 $0.021
Input Price $0.250 / 1M $0.500 / 1M
Output Price $2.000 / 1M $3.000 / 1M
Output Tokens 3,257 1,840
Reasoning Tokens 52,042 0
Response Time (avg) 30.37s 1.65s
Response Time (max) 168.71s 3.56s
Response Time (total) 546.72s 18.20s

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-Lite 8.3 10.0 75.0% 0 17.99s 996 7,142
Gemini 3 Flash Preview 8.3 10.0 75.0% 0 1.25s 214 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 74.49s 436 7,319
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 1.59s 423 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
Gemini 3 Flash Preview 4.7 1.6 66.7% 1 3.56s 350 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 246 1,742
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 1.41s 279 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
Gemini 3 Flash Preview 7.7 10.0 66.7% 0 963ms 18 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 1.13s 104 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 71 1,480
Gemini 3 Flash Preview 6.4 5.8 66.7% 1 1.58s 74 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
Gemini 3 Flash Preview 7.7 10.0 66.7% 0 1.06s 144 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 3.35s 234 0

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