- Rank
- #110
- Total Output Tokens
- 577,214
- Response Time (avg)
- 94.16s
- Total Cost
- $0.462
DeepSeek V4 Flash 0731 (medium) vs Qwen3.7 Flash (low)
DeepSeek V4 Flash 0731 (medium) leads on average score with 7.8 vs 7.7. Qwen3.7 Flash (low) has the lower benchmark cost at $0.053 vs $0.462. Qwen3.7 Flash (low) is faster at 41.03s vs 94.16s, with pass rates of 72.5% vs 68.1%.
Compared models
- Rank
- #114
- Total Output Tokens
- 331,107
- Response Time (avg)
- 41.03s
- Total Cost
- $0.053
Recommended model
Qwen3.7 Flash (low)
Its score stays close to the best score here (7.7 vs 7.8), while costing about 8.8x less than DeepSeek V4 Flash 0731 (medium).
Detailed comparison
| Metric | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 medium | Qwen3.7 Flash Qwen3.7 Flash low |
|---|---|---|
| Score | 7.8 | 7.7 |
| Rank | #110 | #114 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.2 | 8.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 72.5% | 68.1% |
| Flaky tests | 8 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 1.176 | 0.439 |
| Total Cost | $0.462 | $0.053 |
| Input Price | $0.010 / 1M | $0.030 / 1M |
| Output Price | $1.280 / 1M | $0.130 / 1M |
| Total Input Tokens | 274,189 | 318,058 |
| Output Tokens | 66,689 | 16,035 |
| Reasoning Tokens | 510,525 | 315,072 |
| Response Time (avg) | 94.16s | 41.03s |
| Response Time (max) | 303.26s | 394.54s |
| Response Time (total) | 2165.72s | 943.75s |
| Parameters | 284B total (13B active) | ~35B total (~3B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#110 DeepSeek V4 Flash 0731
medium- Cost
- $0.004
- Time
- 93.3s
- Tokens
- 13,252 tok
#114 Qwen3.7 Flash
low
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 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 V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 303.26s | 184,370 | 8,291 | 18,068 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 106.71s | 225,867 | 1,749 | 25,339 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.9 | 83.3% | 1 | 17.95s | 698 | 2,101 | 6,715 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 10.29s | 672 | 680 | 14,285 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.4 | 4.4 | 77.8% | 2 | 198.78s | 6,032 | 4,109 | 160,154 | |
| Qwen3.7 Flash | 6.7 | 7.8 | 55.6% | 1 | 42.36s | 7,893 | 428 | 56,419 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 7.3 | 5.8 | 83.3% | 1 | 150.58s | 65,118 | 40,110 | 97,296 | |
| Qwen3.7 Flash | 6.4 | 5.8 | 66.7% | 1 | 217.77s | 64,756 | 11,880 | 131,432 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.21s | 7,290 | 287 | 1,519 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 15.44s | 7,782 | 270 | 12,503 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 2.9 | 7.2 | 11.1% | 1 | 203.11s | 592 | 9,333 | 154,069 | |
| Qwen3.7 Flash | 3.6 | 7.2 | 22.2% | 1 | 37.60s | 780 | 60 | 38,897 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 6.1 | 3.1 | 66.7% | 1 | 12.16s | 471 | 66 | 1,589 | |
| Qwen3.7 Flash | 4.0 | 9.3 | 0.0% | 0 | 14.37s | 516 | 128 | 5,423 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.5 | 6.8 | 83.3% | 1 | 2.42s | 706 | 109 | 580 | |
| Qwen3.7 Flash | 8.5 | 6.8 | 83.3% | 1 | 9.88s | 699 | 99 | 8,147 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 8.2 | 7.3 | 88.9% | 1 | 65.12s | 594 | 1,530 | 66,970 | |
| Qwen3.7 Flash | 7.3 | 5.2 | 77.8% | 2 | 9.79s | 696 | 382 | 10,763 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 4.41s | 8,178 | 374 | 152 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 7.66s | 8,193 | 335 | 2,172 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 56.64s | 140 | 379 | 3,413 | |
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 18.42s | 204 | 24 | 9,692 |
Quick Compare
Switch Comparison Pair
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