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ByteDance Seed: Seed-2.0-Mini vs Qwen: Qwen3 Coder Next

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Last updated at : 2026-02-27 15:16

Summary

Metric ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-26 Qwen: Qwen3 Coder Next none Release: Unknown release date
Rank #18 #33
Score 6.13 3.71
Consistency 8.91 9.53
Cost per result 0.177 0.138
Total Cost $0.013 $0.005
Tests Correct
Wrong Tests 7 11
Attempt pass rate 59.5% 26.2%
Flaky tests 2 1
Output Tokens 1,353 2,688
Reasoning Tokens 24,362 0

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 7.00 9.99 66.7% 0 354 9,352
Qwen: Qwen3 Coder Next 2.33 9.99 0.0% 0 1,315 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 9.88 10.00 100.0% 0 246 2,743
Qwen: Qwen3 Coder Next 5.50 10.00 50.0% 0 276 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 1.00 10.00 0.0% 0 0 0
Qwen: Qwen3 Coder Next 4.00 10.00 33.3% 0 24 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 8.00 9.99 50.0% 0 69 2,050
Qwen: Qwen3 Coder Next 4.50 6.88 33.3% 1 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 5.33 4.91 77.8% 2 462 4,982
Qwen: Qwen3 Coder Next 1.00 9.92 0.0% 0 755 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 10.00 10.00 100.0% 0 222 5,235
Qwen: Qwen3 Coder Next 10.00 10.00 100.0% 0 255 0

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