- Rank
- #297
- Total Output Tokens
- 661,931
- Response Time (avg)
- 70.32s
- Total Cost
- $0.000
Dots 3 Note Preview (medium) vs Ling 3.1 Flash
Dots 3 Note Preview (medium) leads on average score with 5.7 vs 5.5. Benchmark cost is effectively tied at $0.000 vs $0.000. Ling 3.1 Flash is faster at 15.75s vs 70.32s, with pass rates of 58.0% vs 33.3%.
Compared models
- Rank
- #308
- Total Output Tokens
- 85,777
- Response Time (avg)
- 15.75s
- Total Cost
- $0.000
Recommended model
Ling 3.1 Flash
Its score stays close to the best score here (5.5 vs 5.7), while responding about 4.5x faster than Dots 3 Note Preview (medium).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview medium Free Available | Ling 3.1 Flash Ling 3.1 Flash none |
|---|---|---|
| Score | 5.7 | 5.5 |
| Rank | #297 | #308 |
| Reliability | 10.0 | 9.8 |
| Consistency | 6.9 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 58.0% | 33.3% |
| Flaky tests | 9 | 5 |
| 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 | 208,598 | 286,758 |
| Output Tokens | 120,583 | 85,777 |
| Reasoning Tokens | 590,044 | 0 |
| Response Time (avg) | 70.32s | 15.75s |
| Response Time (max) | 459.19s | 90.95s |
| Response Time (total) | 1617.43s | 362.23s |
| Parameters | 280B total (16B active) | 560B total (25B active) |
| Availability | Open source | Closed |
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.
#297 Dots 3 Note Preview
medium- Cost
- $0.000
- Time
- 585.4s
- Tokens
- 12,198 tok
#308 Ling 3.1 Flash
none- Cost
- $0.000
- Time
- 171.4s
- Tokens
- 20,178 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 | 4.7 | 1.6 | 66.7% | 1 | 140.48s | 113,959 | 12,570 | 18,518 | |
| Ling 3.1 Flash | 6.1 | 3.1 | 66.7% | 1 | 68.68s | 163,444 | 9,213 | 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 3.1 Flash | 3.6 | 10.0 | 0.0% | 0 | 2.02s | 762 | 1,298 | 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 | |
| Ling 3.1 Flash | 4.5 | 7.5 | 22.2% | 1 | 31.85s | 8,307 | 27,810 | 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 | |
| Ling 3.1 Flash | 2.9 | 5.8 | 16.7% | 1 | 25.41s | 92,441 | 8,416 | 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 | |
| Ling 3.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 12.27s | 8,022 | 249 | 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 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 1.72s | 846 | 331 | 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 | |
| Ling 3.1 Flash | 5.0 | 10.0 | 0.0% | 0 | 1.41s | 549 | 131 | 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 | |
| Ling 3.1 Flash | 8.0 | 6.8 | 66.7% | 1 | 1.22s | 750 | 78 | 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 | |
| Ling 3.1 Flash | 7.7 | 10.0 | 66.7% | 0 | 3.31s | 756 | 2,073 | 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 | |
| Ling 3.1 Flash | 4.7 | 1.6 | 66.7% | 1 | 4.66s | 10,650 | 303 | 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 | |
| Ling 3.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 90.95s | 231 | 35,875 | 0 |
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