- Rank
- #97
- Total Output Tokens
- 211,310
- Response Time (avg)
- 51.81s
- Total Cost
- $0.042
DeepSeek V4 Flash 0423 (high) vs GPT-5.6 Luna (medium)
DeepSeek V4 Flash 0423 (high) leads on average score with 7.6 vs 7.4. DeepSeek V4 Flash 0423 (high) has the lower benchmark cost at $0.042 vs $0.072. GPT-5.6 Luna (medium) is faster at 7.43s vs 51.81s, with pass rates of 69.7% vs 62.1%.
Compared models
- Rank
- #116
- Total Output Tokens
- 44,525
- Response Time (avg)
- 7.43s
- Total Cost
- $0.072
Recommended model
GPT-5.6 Luna (medium)
Its score stays close to the best score here (7.4 vs 7.6), while responding about 7.0x faster than DeepSeek V4 Flash 0423 (high).
Detailed comparison
| Metric | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 high | GPT-5.6 Luna GPT-5.6 Luna medium |
|---|---|---|
| Score | 7.6 | 7.4 |
| Rank | #97 | #116 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.5 | 9.2 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 69.7% | 62.1% |
| Flaky tests | 4 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 0.446 | 2.601 |
| Total Cost | $0.042 | $0.072 |
| Input Price | $0.089 / 1M | $0.200 / 1M |
| Output Price | $0.178 / 1M | $1.200 / 1M |
| Total Input Tokens | 108,480 | 89,685 |
| Output Tokens | 37,229 | 5,701 |
| Reasoning Tokens | 174,081 | 38,824 |
| Response Time (avg) | 51.81s | 7.43s |
| Response Time (max) | 218.13s | 29.85s |
| Response Time (total) | 1139.75s | 163.54s |
| Parameters | 284B total (13B active) | ~400B total (~17B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#97 DeepSeek V4 Flash 0423
high- Cost
- $0.003
- Time
- 93.1s
- Tokens
- 7,926 tok
#116 GPT-5.6 Luna
medium- Cost
- $0.014
- Time
- 14.6s
- Tokens
- 2,362 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 | |
| GPT-5.6 Luna | 8.3 | 10.0 | 75.0% | 0 | 2.52s | 606 | 160 | 987 |
| 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 | |
| GPT-5.6 Luna | 5.4 | 7.2 | 44.4% | 1 | 10.38s | 7,302 | 564 | 9,928 |
| 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 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 14.59s | 66,477 | 3,926 | 4,594 |
| 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 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 1.95s | 7,140 | 234 | 324 |
| 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 | |
| GPT-5.6 Luna | 2.9 | 7.2 | 11.1% | 1 | 18.45s | 732 | 70 | 17,375 |
| 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 | |
| GPT-5.6 Luna | 5.1 | 10.0 | 0.0% | 0 | 4.34s | 477 | 112 | 496 |
| 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 | |
| GPT-5.6 Luna | 9.9 | 10.0 | 100.0% | 0 | 2.38s | 660 | 95 | 393 |
| 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 | |
| GPT-5.6 Luna | 7.8 | 10.0 | 66.7% | 0 | 4.04s | 642 | 255 | 2,104 |
| 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 | |
| GPT-5.6 Luna | 10.0 | 10.0 | 100.0% | 0 | 6.02s | 5,454 | 256 | 244 |
| 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 | |
| GPT-5.6 Luna | 3.0 | 10.0 | 0.0% | 0 | 6.64s | 195 | 29 | 2,379 |
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