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ByteDance Seed: Seed-2.0-Mini vs Z.ai: GLM 5

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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 Z.ai: GLM 5 medium Release: Unknown release date
Rank #18 #9
Score 6.13 7.29
Consistency 8.91 8.18
Cost per result 0.177 1.196
Total Cost $0.013 $0.120
Tests Correct
Wrong Tests 7 4
Attempt pass rate 59.5% 83.3%
Flaky tests 2 3
Output Tokens 1,353 15,923
Reasoning Tokens 24,362 42,557

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
Z.ai: GLM 5 10.00 10.00 100.0% 0 420 4,992
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
Z.ai: GLM 5 5.00 5.62 83.3% 1 567 3,734
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
Z.ai: GLM 5 1.00 4.41 33.3% 2 14,404 24,570
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
Z.ai: GLM 5 9.50 9.99 100.0% 0 140 2,740
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
Z.ai: GLM 5 10.00 10.00 100.0% 0 159 5,527
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
Z.ai: GLM 5 10.00 10.00 100.0% 0 233 994

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