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

Last updated at: 2026-05-08

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal Release: 2026-05-08
Score 7.2 6.8
Rank #56 #68
Reliability 3.3 10.0
Consistency 9.2 8.7
Tests Correct
Attempt pass rate 63.2% 59.7%
Flaky tests 2 3
Total Runs 57 57
Cost per result 0.339 0.111
Total Cost $0.038 $0.012
Input Price $0.100 / 1M $0.250 / 1M
Output Price $0.400 / 1M $1.500 / 1M
Output Tokens 2,469 2,457
Reasoning Tokens 81,017 0
Response Time (avg) 68.89s 1.41s
Response Time (max) 262.83s 4.49s
Response Time (total) 1102.23s 26.72s

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 8.3 10.0 75.0% 0 1.10s 639 0
Coding 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% 0 197.31s 448 20,614
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 1.31s 636 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 2.53s 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 1.04s 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 1.02s 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 791ms 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 932ms 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 6.0 4.6 66.7% 2 2.15s 153 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 3.51s 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 724ms 9 0

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