AI BENCHY Compare
DeepSeek: DeepSeek V3.2 vs Qwen: Qwen3.5-27B
Last updated at: 2026-03-03
| Metric | DeepSeek: DeepSeek V3.2 medium Release: 2025-12-01 | Qwen: Qwen3.5-27B none Release: 2026-02-24 |
|---|---|---|
| Rank | #12 | #31 |
| Avg Score | 6.98 | 4.70 |
| Consistency | 8.75 | 9.93 |
| Cost per result | 0.193 | 0.190 |
| Total Cost | $0.018 | $0.010 |
| Tests Correct | 9/14 | 5/14 |
| Attempt pass rate | 71.4% | 35.7% |
| Flaky tests | 2 | 0 |
| Output Tokens | 6,753 | 1,600 |
| 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: Qwen3.5-27B | 4.00 | 10.00 | 33.3% | 0 | 264 | 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: Qwen3.5-27B | 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: Qwen3.5-27B | 1.00 | 10.00 | 0.0% | 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: Qwen3.5-27B | 4.00 | 10.00 | 0.0% | 0 | 69 | 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: Qwen3.5-27B | 4.33 | 9.68 | 33.3% | 0 | 706 | 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: Qwen3.5-27B | 10.00 | 10.00 | 100.0% | 0 | 303 | 0 |
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