- Rank
- #96
- Total Output Tokens
- 211,310
- Response Time (avg)
- 51.81s
- Total Cost
- $0.042
DeepSeek V4 Flash 0423 (high) vs Qwen3.7 Flash (high)
Qwen3.7 Flash (high) leads on average score with 7.8 vs 7.6. DeepSeek V4 Flash 0423 (high) has the lower benchmark cost at $0.042 vs $0.052. Qwen3.7 Flash (high) is faster at 41.37s vs 51.81s, with pass rates of 69.7% vs 71.2%.
Compared models
- Rank
- #91
- Total Output Tokens
- 370,250
- Response Time (avg)
- 41.37s
- Total Cost
- $0.052
Recommended model
Qwen3.7 Flash (high)
It has the strongest score in this comparison (7.8) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 high | Qwen3.7 Flash Qwen3.7 Flash high |
|---|---|---|
| Score | 7.6 | 7.8 |
| Rank | #96 | #91 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.5 | 7.8 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 69.7% | 71.2% |
| Flaky tests | 4 | 6 |
| Total Runs | 66 | 66 |
| Cost per result | 0.446 | 0.398 |
| Total Cost | $0.042 | $0.052 |
| Input Price | $0.089 / 1M | $0.030 / 1M |
| Output Price | $0.178 / 1M | $0.130 / 1M |
| Total Input Tokens | 108,480 | 116,331 |
| Output Tokens | 37,229 | 12,330 |
| Reasoning Tokens | 174,081 | 357,920 |
| Response Time (avg) | 51.81s | 41.37s |
| Response Time (max) | 218.13s | 431.47s |
| Response Time (total) | 1139.75s | 910.11s |
| Parameters | 284B total (13B active) | ~35B total (~3B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#96 DeepSeek V4 Flash 0423
high- Cost
- $0.003
- Time
- 93.1s
- Tokens
- 7,926 tok
#91 Qwen3.7 Flash
high
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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 8.3 | 10.0 | 75.0% | 0 | 28.51s | 540 | 140 | 7,770 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 10.21s | 672 | 713 | 13,968 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 7.8 | 10.0 | 66.7% | 0 | 50.60s | 7,279 | 395 | 34,862 | |
| Qwen3.7 Flash | 8.2 | 9.7 | 66.7% | 0 | 58.84s | 7,893 | 503 | 62,350 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 6.4 | 5.8 | 66.7% | 1 | 104.10s | 82,663 | 4,633 | 37,533 | |
| Qwen3.7 Flash | 6.9 | 5.9 | 66.7% | 1 | 231.97s | 88,896 | 9,866 | 203,866 |
| 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 0423 | 10.0 | 10.0 | 100.0% | 0 | 28.03s | 7,290 | 201 | 1,179 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 20.10s | 7,782 | 270 | 10,800 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.6 | 7.2 | 22.2% | 1 | 115.42s | 754 | 22,778 | 79,643 | |
| Qwen3.7 Flash | 2.9 | 4.4 | 22.2% | 2 | 34.43s | 780 | 59 | 35,675 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 6.1 | 3.1 | 66.7% | 1 | 25.15s | 471 | 79 | 632 | |
| Qwen3.7 Flash | 5.1 | 3.4 | 33.3% | 1 | 10.73s | 516 | 120 | 3,898 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 15.36s | 627 | 63 | 1,622 | |
| Qwen3.7 Flash | 9.8 | 10.0 | 100.0% | 0 | 9.41s | 699 | 97 | 7,838 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 8.2 | 7.2 | 88.9% | 1 | 26.11s | 594 | 196 | 1,767 | |
| Qwen3.7 Flash | 7.1 | 5.1 | 77.8% | 2 | 10.79s | 696 | 369 | 10,474 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 74.73s | 8,079 | 228 | 542 | |
| Qwen3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 5.72s | 8,193 | 309 | 1,436 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 54.46s | 183 | 8,516 | 8,531 | |
| Qwen3.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 17.70s | 204 | 24 | 7,615 |
Quick Compare
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