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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 none Release: 2026-02-14 Gemini 3 Flash Preview Gemini 3 Flash Preview medium Release: 2025-12-17
Score 6.2 10.0
Rank #72 #1
Reliability N/A N/A
Consistency 7.7 10.0
Tests Correct
Attempt pass rate 55.6% 100.0%
Flaky tests 5 0
Total Runs 54 18
Cost per result 0.200 0.600
Total Cost $0.016 $0.108
Input Price $0.250 / 1M $0.500 / 1M
Output Price $2.000 / 1M $3.000 / 1M
Output Tokens 3,129 655
Reasoning Tokens 0 33,749
Response Time (avg) 2.53s 12.11s
Response Time (max) 6.70s 82.37s
Response Time (total) 45.46s 217.93s

Top Models by Score

Score vs Total Cost

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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 3.0 5.9 16.7% 2 2.43s 709 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 3.26s 110 1,076
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 4.61s 380 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 82.37s 144 16,257
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 10.0 0.0% 0 6.59s 498 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 23.58s 117 3,495
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 1.82s 246 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 7.62s 93 2,197
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 14.81s 4 7,228
General Intelligence 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 3.45s 294 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 6.34s 24 635
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 1.06s 73 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 4.30s 24 903
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 4.86s 61 1,455
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 3.94s 292 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 9.78s 78 503

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