- Rank
- #155
- Total Output Tokens
- 607,037
- Response Time (avg)
- 61.81s
- Total Cost
- $0.000
Dots 3 Note Preview (low) vs Ling-3.0-flash (high)
The average score is effectively tied at 6.4 vs 6.4. Dots 3 Note Preview (low) has the lower benchmark cost at $0.000 vs $0.021. Ling-3.0-flash (high) is faster at 13.70s vs 61.81s, with pass rates of 57.6% vs 63.6%.
- Rank
- #159
- Total Output Tokens
- 299,456
- Response Time (avg)
- 13.70s
- Total Cost
- $0.021
Recommended model
Ling-3.0-flash (high)
It has the best score here (6.4), while responding about 4.5x faster than Dots 3 Note Preview (low).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview low Free Available | Ling-3.0-flash Ling-3.0-flash high |
|---|---|---|
| Score | 6.4 | 6.4 |
| Rank | #155 | #159 |
| Reliability | 10.0 | 9.8 |
| Consistency | 8.2 | 8.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 57.6% | 63.6% |
| Flaky tests | 5 | 4 |
| Total Runs | 66 | 66 |
| Cost per result | 0.000 | 0.000 |
| Total Cost | $0.000 | $0.021 |
| Input Price | $0.000 / 1M | $0.021 / 1M |
| Output Price | $0.000 / 1M | $0.063 / 1M |
| Total Input Tokens | 113,889 | 132,044 |
| Output Tokens | 110,550 | 92,135 |
| Reasoning Tokens | 496,487 | 207,321 |
| Response Time (avg) | 61.81s | 13.70s |
| Response Time (max) | 417.36s | 75.27s |
| Response Time (total) | 1359.72s | 287.75s |
| Parameters | 280B total (16B active) | 124B total (5.1B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#155 Dots 3 Note Preview
low- Cost
- $0.000
- Time
- 64.3s
- Tokens
- 8,666 tok
#159 Ling-3.0-flash
high- Cost
- $0.000
- Time
- 30.7s
- Tokens
- 10,576 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 17.51s | 549 | 1,369 | 8,308 | |
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 4.26s | 750 | 1,127 | 3,129 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 5.9 | 7.2 | 55.6% | 1 | 287.61s | 7,368 | 52,120 | 338,264 | |
| Ling-3.0-flash | 6.7 | 5.0 | 66.7% | 2 | 14.85s | 8,298 | 15,602 | 32,152 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 6.9 | 5.9 | 66.7% | 1 | 85.20s | 88,709 | 10,336 | 62,464 | |
| Ling-3.0-flash | 2.9 | 6.0 | 16.7% | 1 | 50.41s | 103,841 | 28,377 | 80,872 |
| 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 | 7.3 | 5.8 | 83.3% | 1 | 11.49s | 7,710 | 1,334 | 6,955 | |
| Ling-3.0-flash | 7.3 | 5.8 | 83.3% | 1 | 7.15s | 8,016 | 3,455 | 9,048 |
| 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 | 49.50s | 690 | 29,263 | 51,761 | |
| Ling-3.0-flash | 3.0 | 10.0 | 0.0% | 0 | 30.29s | 648 | 37,633 | 61,104 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.0 | 9.7 | 0.0% | 0 | 27.55s | 474 | 9,190 | 9,927 | |
| Ling-3.0-flash | 5.0 | 10.0 | 0.0% | 0 | 2.98s | 546 | 63 | 344 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 7.9 | 6.9 | 66.7% | 1 | 7.83s | 636 | 5,578 | 6,141 | |
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 1.85s | 744 | 402 | 2,031 |
| 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 | 10.0 | 33.3% | 0 | 8.52s | 606 | 810 | 8,214 | |
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 4.33s | 747 | 753 | 4,623 |
| 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 | 7.36s | 6,969 | 479 | 1,375 | |
| Ling-3.0-flash | 10.0 | 10.0 | 100.0% | 0 | 6.47s | 8,226 | 322 | 527 |
| 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 | 8.80s | 178 | 71 | 3,078 | |
| Ling-3.0-flash | 3.0 | 10.0 | 0.0% | 0 | 24.35s | 228 | 4,401 | 13,491 |
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