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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 medium Release: 2026-02-24 |
|---|---|---|
| Rank | #30 | #23 |
| Avg Score | 4.70 | 5.93 |
| Consistency | 8.19 | 6.62 |
| Cost per result | 0.132 | 5.169 |
| Total Cost | $0.007 | $0.362 |
| Tests Correct | 5/14 | 7/14 |
| Attempt pass rate | 47.6% | 73.8% |
| Flaky tests | 3 | 6 |
| Output Tokens | 4,869 | 1,317 |
| Reasoning Tokens | 0 | 177,502 |
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 | 10.00 | 10.00 | 100.0% | 0 | 429 | 36,235 |
| 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 | 5.50 | 5.87 | 83.3% | 1 | 235 | 19,493 |
| 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 | 1.00 | 4.41 | 44.5% | 2 | 41 | 46,368 |
| 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 | 8.00 | 6.80 | 66.7% | 1 | 97 | 17,361 |
| 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 | 4.33 | 4.70 | 66.7% | 2 | 206 | 56,680 |
| 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 | 309 | 1,365 |
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