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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 none Release: Unknown release date
Rank #18 #34
Score 6.13 3.63
Consistency 8.91 7.73
Cost per result 0.177 0.047
Total Cost $0.013 $0.002
Tests Correct
Wrong Tests 7 11
Attempt pass rate 59.5% 38.1%
Flaky tests 2 4
Output Tokens 1,353 1,016
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
Z.ai: GLM 4.7 Flash 1.00 7.21 22.2% 1 430 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
Z.ai: GLM 4.7 Flash 5.38 5.81 83.3% 1 196 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
Z.ai: GLM 4.7 Flash 7.00 10.00 66.7% 0 19 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
Z.ai: GLM 4.7 Flash 4.00 6.84 33.3% 1 53 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
Z.ai: GLM 4.7 Flash 2.33 9.91 0.0% 0 106 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
Z.ai: GLM 4.7 Flash 1.00 1.62 33.3% 1 212 0

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