- Rank
- #303
- Total Output Tokens
- 22,507
- Response Time (avg)
- 5.36s
- Total Cost
- $0.000
Dots 3 Note Preview vs Qwen3 Coder Next (medium)
Dots 3 Note Preview leads on average score with 5.0 vs 4.7. Dots 3 Note Preview has the lower benchmark cost at $0.000 vs $0.071. Dots 3 Note Preview is faster at 5.36s vs 16.97s, with pass rates of 15.9% vs 24.6%.
Compared models
- Rank
- #323
- Total Output Tokens
- 40,395
- Response Time (avg)
- 16.97s
- Total Cost
- $0.071
Recommended model
Dots 3 Note Preview
It has the best score here (5.0), while responding about 3.2x faster than Qwen3 Coder Next (medium).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview none Free Available | Qwen3 Coder Next Qwen3 Coder Next medium |
|---|---|---|
| Score | 5.0 | 4.7 |
| Rank | #303 | #323 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 15.9% | 24.6% |
| Flaky tests | 1 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 2.280 |
| Total Cost | $0.000 | $0.071 |
| Input Price | $0.000 / 1M | $0.120 / 1M |
| Output Price | $0.000 / 1M | $0.800 / 1M |
| Cache Read Price | N/A | $0.070 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 225,907 | 311,647 |
| Output Tokens | 22,507 | 40,395 |
| Reasoning Tokens | 0 | 0 |
| Response Time (avg) | 5.36s | 16.97s |
| Response Time (max) | 45.71s | 151.35s |
| Response Time (total) | 123.38s | 305.55s |
| Parameters | 280B total (16B active) | 80B total (3B active) |
| Availability | Open source | Open source |
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.
#303 Dots 3 Note Preview
none- Cost
- $0.000
- Time
- 88.3s
- Tokens
- 10,531 tok
#323 Qwen3 Coder Next
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- 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
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.9 | 9.6 | 0.0% | 0 | 45.71s | 109,752 | 2,828 | 0 | |
| Qwen3 Coder Next | 5.0 | 10.0 | 0.0% | 0 | 151.35s | 163,444 | 21,326 | 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 | 3.1 | 9.9 | 0.0% | 0 | 1.92s | 609 | 1,362 | 0 | |
| Qwen3 Coder Next | 3.5 | 8.1 | 16.7% | 1 | 8.64s | 645 | 1,252 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.6 | 7.9 | 22.2% | 1 | 6.12s | 7,413 | 6,390 | 0 | |
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 |
| Combined | 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 | 14.81s | 90,586 | 10,732 | 0 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 14.65s | 121,413 | 16,067 | 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 | 10.0 | 10.0 | 100.0% | 0 | 2.72s | 7,740 | 249 | 0 | |
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 81.80s | 7,758 | 246 | 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 | 3.0 | 10.0 | 0.0% | 0 | 1.10s | 735 | 24 | 0 | |
| Qwen3 Coder Next | 3.6 | 7.2 | 22.2% | 1 | 570ms | 762 | 25 | 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 | 5.0 | 10.0 | 0.0% | 0 | 1.63s | 489 | 115 | 0 | |
| Qwen3 Coder Next | 6.3 | 3.4 | 66.7% | 1 | 1.39s | 498 | 142 | 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 | 4.8 | 10.0 | 0.0% | 0 | 1.06s | 666 | 72 | 0 | |
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.49s | 684 | 63 | 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 | 3.3 | 10.0 | 0.0% | 0 | 1.50s | 651 | 492 | 0 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 1.25s | 678 | 671 | 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 | 4.04s | 7,059 | 231 | 0 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 8,364 | 255 | 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 | 961ms | 207 | 12 | 0 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 399ms | 216 | 12 | 0 |
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