- Rank
- #257
- Total Output Tokens
- 710,627
- Response Time (avg)
- 70.32s
- Total Cost
- $0.000
Dots 3 Note Preview (medium) vs GPT-5.4
Dots 3 Note Preview (medium) leads on average score with 5.7 vs 5.6. Dots 3 Note Preview (medium) has the lower benchmark cost at $0.000 vs $0.690. GPT-5.4 is faster at 3.89s vs 70.32s, with pass rates of 58.0% vs 33.3%.
Compared models
- Rank
- #260
- Total Output Tokens
- 9,372
- Response Time (avg)
- 3.89s
- Total Cost
- $0.690
Recommended model
GPT-5.4
Its score stays close to the best score here (5.6 vs 5.7), while responding about 18.1x faster than Dots 3 Note Preview (medium).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview medium Free Available | GPT-5.4 GPT-5.4 none |
|---|---|---|
| Score | 5.7 | 5.6 |
| Rank | #257 | #260 |
| Reliability | 10.0 | 10.0 |
| Consistency | 6.9 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 58.0% | 33.3% |
| Flaky tests | 9 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 9.845 |
| Total Cost | $0.000 | $0.690 |
| Input Price | $0.000 / 1M | $2.500 / 1M |
| Output Price | $0.000 / 1M | $15.000 / 1M |
| Total Input Tokens | 208,598 | 219,404 |
| Output Tokens | 120,583 | 9,372 |
| Reasoning Tokens | 590,044 | 0 |
| Response Time (avg) | 70.32s | 3.89s |
| Response Time (max) | 459.19s | 43.73s |
| Response Time (total) | 1617.43s | 89.48s |
| Parameters | 280B total (16B active) | ~1.5T total (~100B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#257 Dots 3 Note Preview
medium- Cost
- $0.000
- Time
- 585.4s
- Tokens
- 12,198 tok
#260 GPT-5.4
none- Cost
- $0.026
- Time
- 18.1s
- Tokens
- 1,792 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.7 | 1.6 | 66.7% | 1 | 140.48s | 113,959 | 12,570 | 18,518 | |
| GPT-5.4 | 5.0 | 10.0 | 0.0% | 0 | 43.73s | 110,763 | 1,033 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 8.7 | 7.9 | 91.7% | 1 | 7.76s | 549 | 6,652 | 11,129 | |
| GPT-5.4 | 3.2 | 8.0 | 8.3% | 1 | 1.21s | 606 | 406 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.2 | 5.1 | 33.3% | 2 | 309.15s | 7,368 | 29,392 | 373,137 | |
| GPT-5.4 | 5.5 | 10.0 | 33.3% | 0 | 1.62s | 7,305 | 516 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 9.9 | 10.0 | 100.0% | 0 | 60.81s | 69,445 | 8,753 | 41,136 | |
| GPT-5.4 | 3.0 | 10.0 | 0.0% | 0 | 9.26s | 85,439 | 6,195 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.5 | 1.4 | 66.7% | 2 | 78.47s | 7,710 | 16,112 | 61,329 | |
| GPT-5.4 | 10.0 | 10.0 | 100.0% | 0 | 1.04s | 7,140 | 222 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.6 | 7.2 | 22.2% | 1 | 47.54s | 690 | 29,960 | 52,323 | |
| GPT-5.4 | 5.3 | 7.2 | 44.4% | 1 | 1.15s | 732 | 68 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.8 | 9.5 | 0.0% | 0 | 26.20s | 474 | 10,578 | 11,535 | |
| GPT-5.4 | 4.4 | 9.9 | 0.0% | 0 | 1.78s | 477 | 184 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 8.5 | 6.8 | 83.3% | 1 | 7.77s | 636 | 4,773 | 5,324 | |
| GPT-5.4 | 6.5 | 10.0 | 50.0% | 0 | 1.07s | 660 | 81 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 5.3 | 7.2 | 44.4% | 1 | 8.71s | 606 | 1,022 | 8,755 | |
| GPT-5.4 | 5.6 | 9.8 | 33.3% | 0 | 1.44s | 642 | 381 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 13.97s | 6,969 | 451 | 1,434 | |
| GPT-5.4 | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 5,445 | 246 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.0 | 10.0 | 0.0% | 0 | 15.46s | 192 | 320 | 5,424 | |
| GPT-5.4 | 3.0 | 10.0 | 0.0% | 0 | 990ms | 195 | 40 | 0 |
Quick Compare
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