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

Last updated at: 2026-04-16

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 #6 #1
Consistency 8.8 10.0
Tests Correct
Attempt pass rate 83.3% 100.0%
Flaky tests 3 0
Total Runs 54 54
Cost per result 0.926 1.740
Total Cost $0.121 $0.314
Input Price $0.250 / 1M $0.500 / 1M
Output Price $2.000 / 1M $3.000 / 1M
Output Tokens 3,257 2,072
Reasoning Tokens 52,042 97,041
Response Time (avg) 30.37s 17.60s
Response Time (max) 168.71s 79.71s
Response Time (total) 546.72s 193.57s

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 4.13s 305 3,490
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 79.71s 432 48,771
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 50.16s 351 12,645
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 4.72s 279 5,333
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 21.12s 12 14,908
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 4.09s 111 1,285
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 6.10s 72 4,558
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 4.43s 276 4,921
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 10.55s 234 1,130

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