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

Last updated at: 2026-03-12

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
Rank #45 #1
Avg Score 4.9 10.0
Consistency 7.4 10.0
Cost per result 0.214 1.025
Total Cost $0.015 $0.164
Tests Correct
Attempt pass rate 56.3% 100.0%
Flaky tests 5 0
Total Runs 48 48
Output Tokens 2,743 1,634
Reasoning Tokens 0 47,907
Response Time (avg) 2.49s 12.36s
Response Time (max) 6.70s 50.16s
Response Time (total) 39.91s 111.21s

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Score vs Total Cost

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Avg Score vs Response Time (avg)

Total Output Tokens

Avg 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 10.0 4.6 22.2% 2 2.93s 703 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 5.61s 299 3,127
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 0.0% 0 6.59s 498 0
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 9.9 10.0 100.0% 0 1.82s 246 0
Gemini 3 Flash Preview 9.9 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 10.0 7.2 22.2% 1 1.33s 17 0
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 10.0 10.0 100.0% 0 3.45s 294 0
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 1.06s 73 0
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 4.0 4.4 55.6% 2 2.46s 620 0
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 3.94s 292 0
Gemini 3 Flash Preview 10.0 10.0 100.0% 0 10.55s 234 1,130

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