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ByteDance Seed: Seed-2.0-Lite vs Google: Gemini 3.1 Flash Lite Preview

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none Release: 2026-03-03
Rank #3 #23
Avg Score 8.5 7.1
Consistency 8.7 9.6
Cost per result 0.870 0.144
Total Cost $0.105 $0.015
Tests Correct
Attempt pass rate 87.5% 66.7%
Flaky tests 3 1
Total Runs 48 48
Output Tokens 2,815 4,715
Reasoning Tokens 44,618 0
Response Time (avg) 29.39s 1.33s
Response Time (max) 168.71s 3.39s
Response Time (total) 470.29s 21.27s

Top Models by Score

Score vs Total Cost

Response Time (avg)

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 10.0 100.0% 0 23.34s 990 7,037
Gemini 3.1 Flash Lite Preview 6.0 7.8 55.6% 1 1.16s 1,086 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 3.1 Flash Lite Preview 10.0 10.0 0.0% 0 3.20s 339 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 9.9 10.0 100.0% 0 9.07s 246 1,742
Gemini 3.1 Flash Lite Preview 9.9 10.0 100.0% 0 1.22s 399 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 4.0 7.2 55.6% 1 88.74s 15 23,897
Gemini 3.1 Flash Lite Preview 4.0 10.0 33.3% 0 942ms 568 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 7.0 3.6 66.7% 1 18.25s 304 1,620
Gemini 3.1 Flash Lite Preview 3.0 10.0 0.0% 0 741ms 69 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 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.13s 574 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.3 7.9 88.9% 1 11.03s 461 3,532
Gemini 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 972ms 898 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 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 3.39s 782 0

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