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DeepSeek: DeepSeek V3.2 vs Qwen: Qwen3.5-35B-A3B
Last updated at: 2026-03-03
| Metric | DeepSeek: DeepSeek V3.2 none Release: 2025-12-01 | Qwen: Qwen3.5-35B-A3B none Release: 2026-02-24 |
|---|---|---|
| Rank | #30 | #32 |
| Avg Score | 4.70 | 4.63 |
| Consistency | 8.19 | 9.40 |
| Cost per result | 0.132 | 0.165 |
| Total Cost | $0.007 | $0.009 |
| Tests Correct | 5/14 | 5/14 |
| Attempt pass rate | 47.6% | 40.5% |
| Flaky tests | 3 | 1 |
| Output Tokens | 4,869 | 1,775 |
| Reasoning Tokens | 0 | 0 |
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: Qwen3.5-35B-A3B | 1.00 | 7.21 | 22.2% | 1 | 569 | 0 |
| 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: Qwen3.5-35B-A3B | 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 | 1.00 | 7.21 | 22.2% | 1 | 24 | 0 | |
| Qwen: Qwen3.5-35B-A3B | 7.00 | 10.00 | 66.7% | 0 | 15 | 0 |
| 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: Qwen3.5-35B-A3B | 3.50 | 9.99 | 0.0% | 0 | 63 | 0 |
| 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: Qwen3.5-35B-A3B | 1.33 | 9.99 | 0.0% | 0 | 621 | 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 | 522 | 0 | |
| Qwen: Qwen3.5-35B-A3B | 10.00 | 10.00 | 100.0% | 0 | 264 | 0 |
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