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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 medium Release: 2025-12-17
Score 8.6 10.0
Rank #8 #1
Reliability N/A N/A
Consistency 8.8 10.0
Tests Correct
Attempt pass rate 83.3% 100.0%
Flaky tests 3 0
Total Runs 54 18
Cost per result 0.926 0.600
Total Cost $0.121 $0.108
Input Price $0.250 / 1M $0.500 / 1M
Output Price $2.000 / 1M $3.000 / 1M
Output Tokens 3,257 655
Reasoning Tokens 52,042 33,749
Response Time (avg) 30.37s 12.11s
Response Time (max) 168.71s 82.37s
Response Time (total) 546.72s 217.93s

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 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 74.49s 436 7,319
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 10.0 10.0 100.0% 0 37.67s 506 4,299
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 9.07s 246 1,742
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 5.9 7.2 55.6% 1 88.74s 15 23,897
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 6.7 3.6 66.7% 1 18.25s 304 1,620
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 7.26s 71 1,480
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 9.0 7.9 88.9% 1 11.03s 461 3,532
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 12.38s 222 1,011
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 9.78s 78 503

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