- Rank
- #185
- Total Output Tokens
- 46,004
- Response Time (avg)
- 14.05s
- Total Cost
- $0.083
DeepSeek V4 Pro 0423 vs Qwen3.6 Flash (medium)
The average score is effectively tied at 7.4 vs 7.4. DeepSeek V4 Pro 0423 has the lower benchmark cost at $0.083 vs $0.783. DeepSeek V4 Pro 0423 is faster at 14.05s vs 45.45s, with pass rates of 49.3% vs 68.1%.
Compared models
- Rank
- #179
- Total Output Tokens
- 652,280
- Response Time (avg)
- 45.45s
- Total Cost
- $0.783
Recommended model
DeepSeek V4 Pro 0423
It has the best score here (7.4), while costing about 9.5x less than Qwen3.6 Flash (medium).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 none | Qwen3.6 Flash Qwen3.6 Flash medium |
|---|---|---|
| Score | 7.4 | 7.4 |
| Rank | #185 | #179 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 8.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 68.1% |
| Flaky tests | 4 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 2.341 | 6.594 |
| Total Cost | $0.083 | $0.783 |
| Input Price | $0.209 / 1M | $0.188 / 1M |
| Output Price | $0.418 / 1M | $1.125 / 1M |
| Cache Read Price | $0.018 / 1M | N/A |
| Cache Write Price | N/A | $0.235 / 1M |
| Total Input Tokens | 304,186 | 258,760 |
| Output Tokens | 40,118 | 22,221 |
| Reasoning Tokens | 5,886 | 630,059 |
| Response Time (avg) | 14.05s | 45.45s |
| Response Time (max) | 119.44s | 578.13s |
| Response Time (total) | 323.17s | 1045.45s |
| Parameters | 1.6T total (49B active) | ~35B total (~3B active) |
| Availability | Open source | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#185 DeepSeek V4 Pro 0423
none
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#179 Qwen3.6 Flash
medium
Invalid SVG
- Cost
- $0.008
- Time
- 29.9s
- Tokens
- 6,784 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 65.50s | 156,108 | 10,457 | 0 | |
| Qwen3.6 Flash | 10.0 | 10.0 | 100.0% | 0 | 56.13s | 129,710 | 2,195 | 13,136 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.2 | 6.1 | 16.7% | 2 | 4.02s | 540 | 944 | 224 | |
| Qwen3.6 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.10s | 672 | 624 | 14,024 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.6 | 10.0 | 33.3% | 0 | 13.38s | 7,275 | 1,436 | 4,064 | |
| Qwen3.6 Flash | 5.0 | 5.1 | 44.5% | 2 | 42.85s | 7,895 | 495 | 67,967 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.9 | 6.9 | 66.7% | 1 | 71.59s | 122,040 | 26,362 | 0 | |
| Qwen3.6 Flash | 6.5 | 10.0 | 50.0% | 0 | 299.21s | 101,613 | 17,514 | 382,793 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 4.61s | 7,568 | 200 | 0 | |
| Qwen3.6 Flash | 10.0 | 10.0 | 100.0% | 0 | 9.65s | 7,782 | 270 | 13,155 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 4.91s | 675 | 20 | 0 | |
| Qwen3.6 Flash | 2.9 | 4.4 | 22.2% | 2 | 16.98s | 780 | 60 | 27,020 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.0 | 10.0 | 0.0% | 0 | 2.05s | 471 | 126 | 0 | |
| Qwen3.6 Flash | 4.8 | 9.9 | 0.0% | 0 | 9.88s | 516 | 140 | 5,445 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 5.8 | 66.7% | 1 | 4.12s | 627 | 63 | 650 | |
| Qwen3.6 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.05s | 699 | 102 | 7,423 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 3.61s | 594 | 167 | 275 | |
| Qwen3.6 Flash | 8.2 | 7.2 | 88.9% | 1 | 6.29s | 696 | 460 | 10,860 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 7.40s | 8,105 | 328 | 0 | |
| Qwen3.6 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.00s | 8,193 | 335 | 1,188 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 5.76s | 183 | 15 | 673 | |
| Qwen3.6 Flash | 3.0 | 10.0 | 0.0% | 0 | 122.87s | 204 | 26 | 87,048 |
Quick Compare
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