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

Last updated at: 2026-04-26

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
Score 8.6 7.9
Rank #8 #35
Reliability N/A N/A
Consistency 8.8 9.6
Tests Correct
Attempt pass rate 83.3% 70.4%
Flaky tests 3 1
Total Runs 54 54
Cost per result 0.926 0.130
Total Cost $0.121 $0.016
Input Price $0.250 / 1M $0.250 / 1M
Output Price $2.000 / 1M $1.500 / 1M
Output Tokens 3,257 5,361
Reasoning Tokens 52,042 0
Response Time (avg) 30.37s 1.30s
Response Time (max) 168.71s 3.39s
Response Time (total) 546.72s 23.42s

Top Models by Score

Score vs Total Cost

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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 3.1 Flash Lite Preview 7.5 8.4 66.7% 1 1.04s 1,092 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 3.1 Flash Lite Preview 10.0 10.0 100.0% 0 1.47s 640 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 3.0 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 10.0 10.0 100.0% 0 9.07s 246 1,742
Gemini 3.1 Flash Lite Preview 10.0 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 5.9 7.2 55.6% 1 88.74s 15 23,897
Gemini 3.1 Flash Lite Preview 5.3 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 6.7 3.6 66.7% 1 18.25s 304 1,620
Gemini 3.1 Flash Lite Preview 4.0 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 9.0 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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