- Rank
- #140
- Total Output Tokens
- 302,730
- Response Time (avg)
- 97.68s
- Total Cost
- $0.567
Qwen3.5 Plus 2026-02-15 (medium) vs Step 3.7 Flash (low)
Qwen3.5 Plus 2026-02-15 (medium) leads on average score with 7.2 vs 7.2. Step 3.7 Flash (low) has the lower benchmark cost at $0.449 vs $0.567. Step 3.7 Flash (low) is faster at 20.72s vs 97.68s, with pass rates of 72.5% vs 63.8%.
Compared models
- Rank
- #147
- Total Output Tokens
- 339,108
- Response Time (avg)
- 20.72s
- Total Cost
- $0.449
Recommended model
Step 3.7 Flash (low)
Its score stays close to the best score here (7.2 vs 7.2), while responding about 4.7x faster than Qwen3.5 Plus 2026-02-15 (medium).
Detailed comparison
| Metric | Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 medium | Step 3.7 Flash Step 3.7 Flash low |
|---|---|---|
| Score | 7.2 | 7.2 |
| Rank | #140 | #147 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.9 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 72.5% | 63.8% |
| Flaky tests | 6 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 4.047 | 4.078 |
| Total Cost | $0.567 | $0.449 |
| Input Price | $0.260 / 1M | $0.200 / 1M |
| Output Price | $1.560 / 1M | $1.150 / 1M |
| Total Input Tokens | 249,486 | 292,685 |
| Output Tokens | 14,481 | 339,108 |
| Reasoning Tokens | 288,249 | 0 |
| Response Time (avg) | 97.68s | 20.72s |
| Response Time (max) | 304.85s | 124.75s |
| Response Time (total) | 1562.81s | 476.67s |
| Parameters | ~397B total (~17B active) | 198B total (11B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#140 Qwen3.5 Plus 2026-02-15
medium- Cost
- $0.011
- Time
- 125.5s
- Tokens
- 7,040 tok
#147 Step 3.7 Flash
low
Invalid SVG
- Cost
- $0.004
- Time
- 25.3s
- Tokens
- 3,072 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 6.1 | 3.1 | 66.7% | 1 | 186.40s | 135,917 | 4,658 | 23,363 | |
| Step 3.7 Flash | 7.4 | 3.8 | 66.7% | 1 | 83.63s | 188,843 | 18,715 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 8.2 | 7.9 | 83.3% | 1 | 45.78s | 672 | 205 | 21,236 | |
| Step 3.7 Flash | 8.7 | 7.9 | 91.7% | 1 | 4.02s | 756 | 10,896 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 6.6 | 7.1 | 44.4% | 1 | 180.70s | 6,950 | 420 | 80,595 | |
| Step 3.7 Flash | 8.2 | 7.2 | 88.9% | 1 | 9.46s | 7,437 | 18,685 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 6.9 | 5.9 | 66.7% | 1 | 175.85s | 87,576 | 8,085 | 69,183 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 66.18s | 77,415 | 93,682 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 46.91s | 7,782 | 270 | 14,916 | |
| Step 3.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 2.29s | 7,398 | 2,667 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 5.3 | 7.2 | 44.4% | 1 | 55.99s | 453 | 35 | 30,685 | |
| Step 3.7 Flash | 2.9 | 7.2 | 11.1% | 1 | 22.65s | 837 | 48,299 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 4.7 | 1.6 | 66.7% | 1 | 79.86s | 344 | 73 | 8,675 | |
| Step 3.7 Flash | 3.4 | 9.3 | 0.0% | 0 | 7.00s | 525 | 4,604 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 31.93s | 699 | 101 | 7,704 | |
| Step 3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 1.58s | 735 | 1,857 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 32.50s | 696 | 301 | 13,853 | |
| Step 3.7 Flash | 5.5 | 9.9 | 33.3% | 0 | 1.84s | 756 | 3,564 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 7.54s | 8,193 | 309 | 909 | |
| Step 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.25s | 7,746 | 1,360 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.5 Plus 2026-02-15 | 3.0 | 10.0 | 0.0% | 0 | 103.81s | 204 | 24 | 17,130 | |
| Step 3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 124.75s | 237 | 134,779 | 0 |
Quick Compare
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