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ByteDance Seed: Seed-2.0-Mini vs Z.ai: GLM 4.7 Flash

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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 4.7 Flash medium Release: Unknown release date
Rank #18 #31
Score 6.13 4.14
Consistency 8.91 6.42
Cost per result 0.177 0.227
Total Cost $0.013 $0.012
Tests Correct
Wrong Tests 7 9
Attempt pass rate 59.5% 52.4%
Flaky tests 2 6
Output Tokens 1,353 8,003
Reasoning Tokens 24,362 22,680

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 4.7 Flash 4.00 4.48 55.6% 2 1,085 5,597
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 4.7 Flash 10.00 10.00 100.0% 0 1,073 4,920
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 4.7 Flash 1.00 4.41 33.3% 2 4,499 4,743
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 4.7 Flash 5.00 5.81 66.7% 1 380 2,141
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 4.7 Flash 1.00 7.20 11.1% 1 742 4,265
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 4.7 Flash 10.00 10.00 100.0% 0 224 1,014

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