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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 minimal Release: 2026-05-19
Score 8.3 8.1
Rank #15 #21
Reliability 10.0 10.0
Consistency 8.9 9.6
Tests Correct
Attempt pass rate 79.0% 75.4%
Flaky tests 3 1
Total Runs 57 57
Cost per result 0.958 0.494
Total Cost $0.125 $0.070
Input Price $0.250 / 1M $1.500 / 1M
Output Price $2.000 / 1M $9.000 / 1M
Output Tokens 3,266 2,262
Reasoning Tokens 54,082 0
Response Time (avg) 31.32s 1.37s
Response Time (max) 168.71s 3.56s
Response Time (total) 595.04s 26.04s

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 6.5 10.0 50.0% 0 892ms 405 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 3.5 Flash 10.0 10.0 100.0% 0 1.28s 441 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 3.5 Flash 3.0 10.0 0.0% 0 3.56s 404 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 3.5 Flash 10.0 10.0 100.0% 0 1.66s 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 3.5 Flash 10.0 10.0 100.0% 0 899ms 12 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 3.5 Flash 10.0 10.0 100.0% 0 922ms 117 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 3.5 Flash 6.4 5.8 66.7% 1 893ms 76 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 3.5 Flash 10.0 10.0 100.0% 0 1.45s 282 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 3.5 Flash 10.0 10.0 100.0% 0 2.79s 234 0
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 3.0 10.0 0.0% 0 1.76s 12 0

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