- Rank
- #257
- Total Output Tokens
- 710,627
- Response Time (avg)
- 70.32s
- Total Cost
- $0.000
Dots 3 Note Preview (medium) vs Ling 3.0 Flash (high)
Ling 3.0 Flash (high) leads on average score with 5.8 vs 5.7. Benchmark cost is effectively tied at $0.000 vs $0.000. Ling 3.0 Flash (high) is faster at 13.08s vs 70.32s, with pass rates of 58.0% vs 60.9%.
Compared models
- Rank
- #251
- Total Output Tokens
- 299,456
- Response Time (avg)
- 13.08s
- Total Cost
- $0.000
Recommended model
Ling 3.0 Flash (high)
It has the best score here (5.8), while responding about 5.4x faster than Dots 3 Note Preview (medium).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview medium Free Available | Ling 3.0 Flash Ling 3.0 Flash high |
|---|---|---|
| Score | 5.7 | 5.8 |
| Rank | #257 | #251 |
| Reliability | 10.0 | 9.8 |
| Consistency | 6.9 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 58.0% | 60.9% |
| Flaky tests | 9 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.000 |
| Total Cost | $0.000 | $0.000 |
| Input Price | $0.000 / 1M | $0.021 / 1M |
| Output Price | $0.000 / 1M | $0.063 / 1M |
| Total Input Tokens | 208,598 | 132,044 |
| Output Tokens | 120,583 | 92,135 |
| Reasoning Tokens | 590,044 | 207,321 |
| Response Time (avg) | 70.32s | 13.08s |
| Response Time (max) | 459.19s | 75.27s |
| Response Time (total) | 1617.43s | 287.79s |
| 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.
#257 Dots 3 Note Preview
medium- Cost
- $0.000
- Time
- 585.4s
- Tokens
- 12,198 tok
#251 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
| 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 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 42ms | 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 | 8.7 | 7.9 | 91.7% | 1 | 7.76s | 549 | 6,652 | 11,129 | |
| 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 | 4.2 | 5.1 | 33.3% | 2 | 309.15s | 7,368 | 29,392 | 373,137 | |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 60.81s | 69,445 | 8,753 | 41,136 | |
| 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 | 4.5 | 1.4 | 66.7% | 2 | 78.47s | 7,710 | 16,112 | 61,329 | |
| 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 | 47.54s | 690 | 29,960 | 52,323 | |
| 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 | 3.8 | 9.5 | 0.0% | 0 | 26.20s | 474 | 10,578 | 11,535 | |
| 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 | 8.5 | 6.8 | 83.3% | 1 | 7.77s | 636 | 4,773 | 5,324 | |
| 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 | 7.2 | 44.4% | 1 | 8.71s | 606 | 1,022 | 8,755 | |
| 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 | 13.97s | 6,969 | 451 | 1,434 | |
| 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 | 15.46s | 192 | 320 | 5,424 | |
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 24.35s | 228 | 4,401 | 13,491 |
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