- Rank
- #196
- Total Output Tokens
- 46,004
- Response Time (avg)
- 14.05s
- Total Cost
- $0.083
DeepSeek V4 Pro 0423 vs Qwen3.5 Plus 2026-02-15 (medium)
DeepSeek V4 Pro 0423 leads on average score with 7.4 vs 7.2. DeepSeek V4 Pro 0423 has the lower benchmark cost at $0.083 vs $0.567. DeepSeek V4 Pro 0423 is faster at 14.05s vs 97.68s, with pass rates of 49.3% vs 72.5%.
Compared models
- Rank
- #208
- Total Output Tokens
- 302,730
- Response Time (avg)
- 97.68s
- Total Cost
- $0.567
Recommended model
DeepSeek V4 Pro 0423
It has the best score here (7.4), while costing about 6.8x less than Qwen3.5 Plus 2026-02-15 (medium).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 none | Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 medium |
|---|---|---|
| Score | 7.4 | 7.2 |
| Rank | #196 | #208 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 72.5% |
| Flaky tests | 4 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 2.341 | 4.047 |
| Total Cost | $0.083 | $0.567 |
| Input Price | $0.209 / 1M | $0.260 / 1M |
| Output Price | $0.418 / 1M | $1.560 / 1M |
| Cache Read Price | $0.018 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 304,186 | 249,486 |
| Output Tokens | 40,118 | 14,481 |
| Reasoning Tokens | 5,886 | 288,249 |
| Response Time (avg) | 14.05s | 97.68s |
| Response Time (max) | 119.44s | 304.85s |
| Response Time (total) | 323.17s | 1562.81s |
| Parameters | 1.6T total (49B active) | ~397B total (~17B 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.
#196 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
#208 Qwen3.5 Plus 2026-02-15
medium- Cost
- $0.011
- Time
- 125.5s
- Tokens
- 7,040 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 | |
| Qwen3.5 Plus 2026-02-15 | 6.1 | 3.1 | 66.7% | 1 | 186.40s | 135,917 | 4,658 | 23,363 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 8.2 | 7.9 | 83.3% | 1 | 45.78s | 672 | 205 | 21,236 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 6.6 | 7.1 | 44.4% | 1 | 180.70s | 6,950 | 420 | 80,595 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 6.9 | 5.9 | 66.7% | 1 | 175.85s | 87,576 | 8,085 | 69,183 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 46.91s | 7,782 | 270 | 14,916 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 5.3 | 7.2 | 44.4% | 1 | 55.99s | 453 | 35 | 30,685 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 4.7 | 1.6 | 66.7% | 1 | 79.86s | 344 | 73 | 8,675 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 31.93s | 699 | 101 | 7,704 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 32.50s | 696 | 301 | 13,853 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 7.54s | 8,193 | 309 | 909 |
| 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 | |
| Qwen3.5 Plus 2026-02-15 | 3.0 | 10.0 | 0.0% | 0 | 103.81s | 204 | 24 | 17,130 |
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