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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 none Release: 2025-12-01 | Qwen: Qwen3.5-122B-A10B medium Release: 2026-02-24 |
|---|---|---|
| Rank | #30 | #14 |
| Avg Score | 4.70 | 6.77 |
| Consistency | 8.19 | 8.22 |
| Cost per result | 0.132 | 5.137 |
| Total Cost | $0.007 | $0.463 |
| Tests Correct | 5/14 | 9/14 |
| Attempt pass rate | 47.6% | 76.2% |
| Flaky tests | 3 | 3 |
| Output Tokens | 4,869 | 16,751 |
| Reasoning Tokens | 0 | 125,394 |
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 1.00 | 9.68 | 0.0% | 0 | 1,411 | 0 | |
| Qwen: Qwen3.5-122B-A10B | 10.00 | 10.00 | 100.0% | 0 | 248 | 10,486 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 5.38 | 5.81 | 66.7% | 1 | 1,710 | 0 | |
| Qwen: Qwen3.5-122B-A10B | 9.88 | 10.00 | 100.0% | 0 | 270 | 16,558 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 1.00 | 7.21 | 22.2% | 1 | 24 | 0 | |
| Qwen: Qwen3.5-122B-A10B | 1.00 | 7.21 | 11.1% | 1 | 15,537 | 64,889 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 8.00 | 9.99 | 50.0% | 0 | 66 | 0 | |
| Qwen: Qwen3.5-122B-A10B | 5.50 | 5.92 | 83.3% | 1 | 77 | 7,372 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|
| DeepSeek: DeepSeek V3.2 | 7.67 | 7.49 | 88.9% | 1 | 1,136 | 0 | |
| Qwen: Qwen3.5-122B-A10B | 7.00 | 7.21 | 88.9% | 1 | 297 | 24,863 |
| 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 | 522 | 0 | |
| Qwen: Qwen3.5-122B-A10B | 10.00 | 10.00 | 100.0% | 0 | 322 | 1,226 |
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