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DeepSeek: DeepSeek V3.2 vs Z.ai: GLM 5

Last updated at: 2026-03-03

Metric DeepSeek: DeepSeek V3.2 medium Release: 2025-12-01 Z.ai: GLM 5 none Release: 2026-02-12
Rank #12 #20
Avg Score 6.98 6.07
Consistency 8.75 10.00
Cost per result 0.193 0.095
Total Cost $0.018 $0.008
Tests Correct 9/14 8/14
Attempt pass rate 71.4% 57.1%
Flaky tests 2 0
Output Tokens 6,753 1,086
Reasoning Tokens 30,427 0

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 7.00 9.86 66.7% 0 1,171 4,893
Z.ai: GLM 5 4.00 10.00 33.3% 0 272 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 9.88 10.00 100.0% 0 207 7,693
Z.ai: GLM 5 10.00 10.00 100.0% 0 230 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 4.00 7.21 44.4% 1 3,081 7,856
Z.ai: GLM 5 1.00 10.00 0.0% 0 20 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 7.00 9.84 50.0% 0 1,397 2,845
Z.ai: GLM 5 10.00 10.00 100.0% 0 62 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 7.00 7.21 88.9% 1 390 6,281
Z.ai: GLM 5 6.67 9.99 66.7% 0 282 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
DeepSeek: DeepSeek V3.2 10.00 10.00 100.0% 0 507 859
Z.ai: GLM 5 10.00 10.00 100.0% 0 220 0

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