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ByteDance Seed: Seed-2.0-Lite vs Google: Gemini 3.5 Flash

Last updated at: 2026-05-19

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemini 3.5 Flash Gemini 3.5 Flash medium Release: 2026-05-19
Score 8.3 9.2
Rank #15 #5
Reliability 10.0 10.0
Consistency 8.9 10.0
Tests Correct
Attempt pass rate 79.0% 89.5%
Flaky tests 3 0
Total Runs 57 57
Cost per result 0.958 2.307
Total Cost $0.125 $0.393
Input Price $0.250 / 1M $1.500 / 1M
Output Price $2.000 / 1M $9.000 / 1M
Output Tokens 3,266 1,971
Reasoning Tokens 54,082 36,659
Response Time (avg) 31.32s 3.90s
Response Time (max) 168.71s 12.05s
Response Time (total) 595.04s 74.13s

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 3.5 Flash 10.0 10.0 100.0% 0 2.09s 171 3,385
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 3.5 Flash 10.0 10.0 100.0% 0 8.22s 431 5,190
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 3.5 Flash 10.0 10.0 100.0% 0 12.05s 351 7,807
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 3.5 Flash 10.0 10.0 100.0% 0 4.07s 279 3,784
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 3.5 Flash 7.7 10.0 66.7% 0 5.24s 12 8,047
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 3.5 Flash 10.0 10.0 100.0% 0 2.52s 115 1,144
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 3.5 Flash 9.9 10.0 100.0% 0 2.70s 71 2,855
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 3.5 Flash 7.7 10.0 66.7% 0 2.38s 295 2,747
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 3.5 Flash 10.0 10.0 100.0% 0 3.81s 234 455
Trivia 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 48.32s 9 2,040
Gemini 3.5 Flash 10.0 10.0 100.0% 0 2.75s 12 1,245

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