- Rank
- #221
- Total Output Tokens
- 143,160
- Response Time (avg)
- 70.08s
- Total Cost
- $0.145
DeepSeek V3.2 (medium) vs Qwen3.5 Plus 2026-04-20
DeepSeek V3.2 (medium) leads on average score with 6.3 vs 6.1. DeepSeek V3.2 (medium) has the lower benchmark cost at $0.145 vs $0.226. Qwen3.5 Plus 2026-04-20 is faster at 18.49s vs 70.08s, with pass rates of 62.3% vs 44.9%.
Compared models
- Rank
- #234
- Total Output Tokens
- 69,664
- Response Time (avg)
- 18.49s
- Total Cost
- $0.226
Recommended model
DeepSeek V3.2 (medium)
It has the best score here (6.3), while costing about 1.6x less than Qwen3.5 Plus 2026-04-20.
Detailed comparison
| Metric | DeepSeek V3.2 DeepSeek V3.2 medium | Qwen3.5 Plus 2026-04-20 Qwen3.5 Plus 2026-04-20 none |
|---|---|---|
| Score | 6.3 | 6.1 |
| Rank | #221 | #234 |
| Reliability | 10.0 | 9.8 |
| Consistency | 7.5 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 44.9% |
| Flaky tests | 7 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 1.250 | 2.816 |
| Total Cost | $0.145 | $0.226 |
| Input Price | $0.280 / 1M | $0.300 / 1M |
| Output Price | $0.420 / 1M | $1.800 / 1M |
| Total Input Tokens | 306,662 | 299,984 |
| Output Tokens | 17,819 | 69,664 |
| Reasoning Tokens | 125,341 | 0 |
| Response Time (avg) | 70.08s | 18.49s |
| Response Time (max) | 376.10s | 206.05s |
| Response Time (total) | 1611.86s | 425.33s |
| Parameters | 671B total (37B active) | ~397B total (~17B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#221 DeepSeek V3.2
medium- Cost
- $0.001
- Time
- 53.6s
- Tokens
- 1,932 tok
#234 Qwen3.5 Plus 2026-04-20
none- Cost
- $0.008
- Time
- 77.0s
- Tokens
- 4,369 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 106.33s | 205,606 | 5,987 | 8,386 | |
| Qwen3.5 Plus 2026-04-20 | 6.1 | 3.1 | 66.7% | 1 | 137.10s | 205,507 | 18,177 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 8.2 | 7.9 | 83.3% | 1 | 24.23s | 448 | 3,247 | 6,953 | |
| Qwen3.5 Plus 2026-04-20 | 4.8 | 10.0 | 25.0% | 0 | 1.88s | 696 | 557 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 6.0 | 7.2 | 55.6% | 1 | 248.68s | 5,717 | 649 | 52,014 | |
| Qwen3.5 Plus 2026-04-20 | 3.9 | 7.8 | 11.1% | 1 | 1.69s | 7,913 | 480 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 7.3 | 5.8 | 83.3% | 1 | 79.92s | 76,997 | 5,219 | 24,229 | |
| Qwen3.5 Plus 2026-04-20 | 6.4 | 5.8 | 66.7% | 1 | 109.69s | 66,908 | 42,617 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 36.09s | 7,388 | 207 | 7,693 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 2.82s | 7,794 | 243 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 2.9 | 4.4 | 22.2% | 2 | 22.94s | 481 | 19 | 6,779 | |
| Qwen3.5 Plus 2026-04-20 | 5.3 | 10.0 | 33.3% | 0 | 1.06s | 798 | 18 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.4 | 2.5 | 33.3% | 1 | 58.29s | 314 | 49 | 2,189 | |
| Qwen3.5 Plus 2026-04-20 | 4.8 | 10.0 | 0.0% | 0 | 1.41s | 522 | 119 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 35.78s | 627 | 1,397 | 2,845 | |
| Qwen3.5 Plus 2026-04-20 | 6.2 | 5.8 | 66.7% | 1 | 1.17s | 711 | 68 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 7.0 | 7.2 | 55.6% | 1 | 37.69s | 594 | 518 | 6,375 | |
| Qwen3.5 Plus 2026-04-20 | 6.7 | 7.9 | 55.6% | 1 | 1.97s | 714 | 583 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 34.81s | 8,307 | 507 | 859 | |
| Qwen3.5 Plus 2026-04-20 | 10.0 | 10.0 | 100.0% | 0 | 4.42s | 8,211 | 297 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 83.99s | 183 | 20 | 7,019 | |
| Qwen3.5 Plus 2026-04-20 | 3.0 | 10.0 | 0.0% | 0 | 33.34s | 210 | 6,505 | 0 |
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