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ByteDance Seed: Seed-2.0-Mini vs Qwen: Qwen3.6 Max Preview

Last updated at: 2026-04-27

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Qwen3.6 Max Preview Qwen3.6 Max Preview none Release: 2026-04-20
Score 7.5 7.3
Rank #51 #56
Reliability N/A 10.0
Consistency 9.2 8.7
Tests Correct
Attempt pass rate 66.7% 66.7%
Flaky tests 2 3
Total Runs 54 54
Cost per result 0.333 0.827
Total Cost $0.037 $0.083
Input Price $0.100 / 1M $1.300 / 1M
Output Price $0.400 / 1M $7.800 / 1M
Output Tokens 2,419 4,732
Reasoning Tokens 79,238 0
Response Time (avg) 69.70s 3.38s
Response Time (max) 262.83s 20.51s
Response Time (total) 1045.47s 60.83s

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
Qwen3.6 Max Preview 5.2 7.9 41.7% 1 2.63s 513 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
Qwen3.6 Max Preview 5.0 2.0 66.7% 1 3.45s 426 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
Qwen3.6 Max Preview 3.0 10.0 0.0% 0 20.51s 2,842 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
Qwen3.6 Max Preview 10.0 10.0 100.0% 0 2.87s 243 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
Qwen3.6 Max Preview 7.7 10.0 66.7% 0 1.22s 18 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
Qwen3.6 Max Preview 4.3 10.0 0.0% 0 1.62s 76 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
Qwen3.6 Max Preview 8.4 6.9 83.3% 1 1.45s 69 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
Qwen3.6 Max Preview 10.0 10.0 100.0% 0 2.38s 323 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
Qwen3.6 Max Preview 10.0 10.0 100.0% 0 5.27s 222 0

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