- Rank
- #338
- Total Output Tokens
- 12,777
- Response Time (avg)
- 3.40s
- Total Cost
- $0.004
Ling 3.0 Flash vs Nemotron 3.5 Lightning (medium)
Ling 3.0 Flash leads on average score with 5.2 vs 4.7. Ling 3.0 Flash has the lower benchmark cost at $0.004 vs $0.195. Ling 3.0 Flash is faster at 3.40s vs 81.93s, with pass rates of 26.1% vs 47.8%.
Compared models
- Rank
- #368
- Total Output Tokens
- 732,696
- Response Time (avg)
- 81.93s
- Total Cost
- $0.195
Recommended model
Ling 3.0 Flash
It has the best score here (5.2), while costing about 57.0x less than Nemotron 3.5 Lightning (medium).
Detailed comparison
| Metric | Ling 3.0 Flash Ling 3.0 Flash none | Nemotron 3.5 Lightning Nemotron 3.5 Lightning medium Free Available |
|---|---|---|
| Score | 5.2 | 4.7 |
| Rank | #338 | #368 |
| Reliability | 10.0 | 9.8 |
| Consistency | 10.0 | 5.8 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 26.1% | 47.8% |
| Flaky tests | 0 | 12 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 0.000 |
| Total Cost | $0.004 | $0.195 |
| Input Price | $0.021 / 1M | $0.060 / 1M |
| Output Price | $0.063 / 1M | $0.160 / 1M |
| Cache Read Price | $0.005 / 1M | $0.030 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 123,993 | 195,780 |
| Output Tokens | 12,777 | 167,746 |
| Reasoning Tokens | 0 | 598,384 |
| Response Time (avg) | 3.40s | 81.93s |
| Response Time (max) | 17.51s | 437.11s |
| Response Time (total) | 74.77s | 1884.31s |
| Parameters | 124B total (5.1B active) | 30B total (3B active) |
| Availability | Open source | Weights available |
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.
#338 Ling 3.0 Flash
none- Cost
- $0.000
- Time
- 11.6s
- Tokens
- 2,781 tok
#368 Nemotron 3.5 Lightning
medium- Cost
- $0.000
- Time
- 130.5s
- Tokens
- 6,750 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 26ms | 0 | 0 | 0 | |
| Nemotron 3.5 Lightning | 2.8 | 1.6 | 33.3% | 1 | 341.79s | 69,450 | 2,044 | 3,645 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 4.8 | 10.0 | 25.0% | 0 | 3.34s | 762 | 139 | 0 | |
| Nemotron 3.5 Lightning | 6.9 | 7.9 | 66.7% | 1 | 12.34s | 696 | 6,904 | 20,862 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 5.5 | 10.0 | 33.3% | 0 | 6.39s | 8,307 | 639 | 0 | |
| Nemotron 3.5 Lightning | 4.4 | 5.1 | 33.3% | 2 | 285.47s | 7,623 | 78,065 | 297,359 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 8.58s | 95,727 | 11,102 | 0 | |
| Nemotron 3.5 Lightning | 6.2 | 5.8 | 66.7% | 1 | 136.91s | 98,571 | 15,769 | 112,376 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.10s | 8,022 | 249 | 0 | |
| Nemotron 3.5 Lightning | 3.7 | 1.7 | 50.0% | 2 | 23.24s | 7,944 | 4,195 | 30,097 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 840ms | 654 | 18 | 0 | |
| Nemotron 3.5 Lightning | 2.9 | 4.4 | 22.2% | 2 | 74.73s | 798 | 54,657 | 91,174 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 5.0 | 10.0 | 0.0% | 0 | 1.58s | 549 | 51 | 0 | |
| Nemotron 3.5 Lightning | 5.5 | 10.0 | 0.0% | 0 | 4.36s | 516 | 3,127 | 3,157 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 4.8 | 10.0 | 0.0% | 0 | 836ms | 750 | 71 | 0 | |
| Nemotron 3.5 Lightning | 8.5 | 6.8 | 83.3% | 1 | 3.75s | 723 | 531 | 4,404 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 5.3 | 10.0 | 33.3% | 0 | 1.49s | 756 | 283 | 0 | |
| Nemotron 3.5 Lightning | 4.2 | 4.4 | 44.5% | 2 | 10.49s | 726 | 1,170 | 18,195 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.85s | 8,235 | 216 | 0 | |
| Nemotron 3.5 Lightning | 10.0 | 10.0 | 100.0% | 0 | 4.92s | 8,526 | 154 | 2,518 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ling 3.0 Flash | 3.0 | 10.0 | 0.0% | 0 | 10.61s | 231 | 9 | 0 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 44.02s | 207 | 1,130 | 14,597 |
Quick Compare
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