- Rank
- #352
- Total Output Tokens
- 22,507
- Response Time (avg)
- 5.36s
- Total Cost
- $0.000
Dots 3 Note Preview (default) vs Ling 3.0 Tiny (high)
Dots 3 Note Preview (default) leads on average score with 5.0 vs 3.7. Benchmark cost is effectively tied at $0.000 vs $0.000. Dots 3 Note Preview (default) is faster at 5.36s vs 72.24s, with pass rates of 15.9% vs 23.2%.
Compared models
- Rank
- #408
- Total Output Tokens
- 939,018
- Response Time (avg)
- 72.24s
- Total Cost
- $0.000
Recommended model
Dots 3 Note Preview (default)
It has the best score here (5.0), while responding about 13.5x faster than Ling 3.0 Tiny (high).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview default Free Available | Ling 3.0 Tiny Ling 3.0 Tiny high |
|---|---|---|
| Score | 5.0 | 3.7 |
| Rank | #352 | #408 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 15.9% | 23.2% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.000 |
| Total Cost | $0.000 | $0.000 |
| Input Price | $0.000 / 1M | $0.000 / 1M |
| Output Price | $0.000 / 1M | $0.000 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 225,907 | 115,314 |
| Output Tokens | 22,507 | 133,965 |
| Reasoning Tokens | 0 | 816,718 |
| Response Time (avg) | 5.36s | 72.24s |
| Response Time (max) | 45.71s | 345.15s |
| Response Time (total) | 123.38s | 1589.23s |
| Parameters | 280B total (16B active) | 7.9B total (1.3B 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.
#352 Dots 3 Note Preview
default- Cost
- $0.000
- Time
- 88.3s
- Tokens
- 10,531 tok
#408 Ling 3.0 Tiny
high
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 169.5s
- Tokens
- 5,252 tok
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 | |
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 28ms | 0 | 0 | 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 | |
| Ling 3.0 Tiny | 6.4 | 7.9 | 58.3% | 1 | 24.93s | 750 | 5,102 | 94,893 |
| 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 | |
| Ling 3.0 Tiny | 2.9 | 10.0 | 0.0% | 0 | 177.65s | 7,767 | 59,320 | 177,922 |
| 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 | |
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 179.85s | 87,658 | 19,652 | 152,168 |
| 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 | |
| Ling 3.0 Tiny | 2.8 | 10.0 | 0.0% | 0 | 4.16s | 8,016 | 1,561 | 5,372 |
| 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 | |
| Ling 3.0 Tiny | 2.9 | 7.2 | 11.1% | 1 | 70.12s | 648 | 22,445 | 155,528 |
| 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 | |
| Ling 3.0 Tiny | 5.4 | 2.5 | 66.7% | 1 | 60.50s | 546 | 4,900 | 61,589 |
| 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 | |
| Ling 3.0 Tiny | 6.8 | 9.4 | 50.0% | 0 | 3.10s | 744 | 618 | 1,444 |
| 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 | |
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 54.15s | 731 | 10,323 | 78,452 |
| 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 | |
| Ling 3.0 Tiny | 10.0 | 10.0 | 100.0% | 0 | 5.76s | 8,226 | 379 | 711 |
| 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 | |
| Ling 3.0 Tiny | 3.0 | 10.0 | 0.0% | 0 | 213.35s | 228 | 9,665 | 88,639 |
Quick Compare
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