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

Last updated at: 2026-05-22

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite none Release: 2026-05-08
Score 7.1 6.6
Rank #68 #85
Reliability 5.0 10.0
Consistency 9.2 8.5
Tests Correct
Attempt pass rate 60.0% 55.0%
Flaky tests 2 4
Total Runs 60 60
Cost per result 0.394 0.135
Total Cost $0.044 $0.013
Input Price $0.100 / 1M $0.250 / 1M
Output Price $0.400 / 1M $1.500 / 1M
Output Tokens 2,485 2,478
Reasoning Tokens 95,367 0
Response Time (avg) 79.17s 1.09s
Response Time (max) 262.83s 2.97s
Response Time (total) 1345.89s 21.79s

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-Mini 6.6 10.0 50.0% 0 74.75s 360 9,520
Gemini 3.1 Flash Lite 7.5 8.4 66.7% 1 1.07s 639 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 6.8 9.8 50.0% 0 220.48s 464 34,964
Gemini 3.1 Flash Lite 6.8 10.0 50.0% 0 1.13s 660 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 404 29,806
Gemini 3.1 Flash Lite 3.0 10.0 0.0% 0 2.73s 357 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 246 2,743
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 843ms 279 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0
Gemini 3.1 Flash Lite 2.9 7.2 11.1% 1 762ms 15 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 213 4,210
Gemini 3.1 Flash Lite 4.0 10.0 0.0% 0 992ms 63 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 69 2,050
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 859ms 72 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 8.2 7.2 88.9% 1 25.85s 457 5,060
Gemini 3.1 Flash Lite 6.3 4.8 66.7% 2 720ms 150 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 222 5,235
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 2.97s 234 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 56.76s 50 1,779
Gemini 3.1 Flash Lite 3.0 10.0 0.0% 0 733ms 9 0

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