- Rank
- #320
- Total Output Tokens
- 57,866
- Response Time (avg)
- 22.44s
- Total Cost
- $0.121
DeepSeek V3.2 vs Nemotron 3.5 Lightning (medium)
Nemotron 3.5 Lightning (medium) leads on average score with 4.7 vs 4.6. DeepSeek V3.2 has the lower benchmark cost at $0.121 vs $0.129. DeepSeek V3.2 is faster at 22.44s vs 81.93s, with pass rates of 34.8% vs 47.8%.
Compared models
- Rank
- #315
- Total Output Tokens
- 766,130
- Response Time (avg)
- 81.93s
- Total Cost
- $0.129
Recommended model
DeepSeek V3.2
Its score stays close to the best score here (4.6 vs 4.7), while responding about 3.7x faster than Nemotron 3.5 Lightning (medium).
Detailed comparison
| Metric | DeepSeek V3.2 DeepSeek V3.2 none | Nemotron 3.5 Lightning Nemotron 3.5 Lightning medium Free Available |
|---|---|---|
| Score | 4.6 | 4.7 |
| Rank | #320 | #315 |
| Reliability | 10.0 | 9.8 |
| Consistency | 8.2 | 5.8 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 34.8% | 47.8% |
| Flaky tests | 5 | 12 |
| Total Runs | 69 | 69 |
| Cost per result | 1.943 | 0.000 |
| Total Cost | $0.121 | $0.129 |
| Input Price | $0.280 / 1M | $0.060 / 1M |
| Output Price | $0.420 / 1M | $0.160 / 1M |
| Total Input Tokens | 342,158 | 195,780 |
| Output Tokens | 57,866 | 167,746 |
| Reasoning Tokens | 0 | 598,384 |
| Response Time (avg) | 22.44s | 81.93s |
| Response Time (max) | 122.50s | 437.11s |
| Response Time (total) | 516.03s | 1884.31s |
| Parameters | 671B total (37B active) | 30B total (3B active) |
| Availability | Open source | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#320 DeepSeek V3.2
none- Cost
- $0.002
- Time
- 7.0s
- Tokens
- 1,046 tok
#315 Nemotron 3.5 Lightning
medium- Cost
- $0.000
- Time
- 130.5s
- Tokens
- 6,750 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 122.50s | 206,327 | 15,767 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.2 | 8.0 | 8.3% | 1 | 9.35s | 494 | 1,073 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.1 | 6.9 | 11.1% | 1 | 14.54s | 7,279 | 4,528 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 4.8 | 10.0 | 0.0% | 0 | 113.53s | 109,626 | 33,819 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 6.3 | 5.8 | 66.7% | 1 | 9.42s | 7,890 | 1,710 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 1.48s | 675 | 23 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 4.7 | 1.6 | 66.7% | 1 | 9.32s | 314 | 43 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 1.52s | 627 | 66 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 7.6 | 7.2 | 77.8% | 1 | 6.91s | 424 | 298 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 11.85s | 8,319 | 522 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 17.23s | 183 | 17 | 0 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 44.02s | 207 | 1,130 | 14,597 |
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