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DeepSeek: DeepSeek V3.2 vs Qwen: Qwen3.5-122B-A10B

Last updated at: 2026-03-03

Metric DeepSeek: DeepSeek V3.2 medium Release: 2025-12-01 Qwen: Qwen3.5-122B-A10B none Release: 2026-02-24
Rank #12 #28
Avg Score 6.98 5.20
Consistency 8.75 9.99
Cost per result 0.193 0.206
Total Cost $0.018 $0.013
Tests Correct 9/14 6/14
Attempt pass rate 71.4% 42.9%
Flaky tests 2 0
Output Tokens 6,753 1,515
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
Qwen: Qwen3.5-122B-A10B 4.00 10.00 33.3% 0 309 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
Qwen: Qwen3.5-122B-A10B 9.88 10.00 100.0% 0 243 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
Qwen: Qwen3.5-122B-A10B 4.00 10.00 33.3% 0 15 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
Qwen: Qwen3.5-122B-A10B 3.00 9.95 0.0% 0 70 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
Qwen: Qwen3.5-122B-A10B 4.33 10.00 33.3% 0 614 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
Qwen: Qwen3.5-122B-A10B 10.00 10.00 100.0% 0 264 0

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