- Rank
- #288
- Total Output Tokens
- 23,433
- Response Time (avg)
- 14.67s
- Total Cost
- $0.151
Seed-2.0-Code vs Nemotron 3.5 Lightning (medium)
Seed-2.0-Code leads on average score with 5.3 vs 5.1. Seed-2.0-Code has the lower benchmark cost at $0.151 vs $0.156. Seed-2.0-Code is faster at 14.67s vs 70.11s, with pass rates of 36.4% vs 48.5%.
Compared models
- Rank
- #295
- Total Output Tokens
- 760,441
- Response Time (avg)
- 70.11s
- Total Cost
- $0.156
Recommended model
Seed-2.0-Code
It has the best score here (5.3), while responding about 4.8x faster than Nemotron 3.5 Lightning (medium).
Detailed comparison
| Metric | Seed-2.0-Code Seed-2.0-Code none | Nemotron 3.5 Lightning Nemotron 3.5 Lightning medium Free Available |
|---|---|---|
| Score | 5.3 | 5.1 |
| Rank | #288 | #295 |
| Reliability | 8.6 | 9.9 |
| Consistency | 8.1 | 6.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 36.4% | 48.5% |
| Flaky tests | 5 | 11 |
| Total Runs | 66 | 66 |
| Cost per result | 2.503 | 0.000 |
| Total Cost | $0.151 | $0.156 |
| Input Price | $0.500 / 1M | $0.080 / 1M |
| Output Price | $3.000 / 1M | $0.200 / 1M |
| Total Input Tokens | 159,749 | 126,330 |
| Output Tokens | 23,433 | 165,702 |
| Reasoning Tokens | 0 | 594,739 |
| Response Time (avg) | 14.67s | 70.11s |
| Response Time (max) | 132.84s | 437.11s |
| Response Time (total) | 322.71s | 1542.52s |
| Parameters | ~200B total (~20B active) | 30B total (3B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#288 Seed-2.0-Code
none- Cost
- $0.030
- Time
- 140.6s
- Tokens
- 9,924 tok
#295 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 3.0 | 5.9 | 16.7% | 2 | 5.06s | 894 | 1,435 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 3.6 | 9.8 | 0.0% | 0 | 13.42s | 7,230 | 505 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 3.0 | 10.0 | 0.0% | 0 | 78.38s | 130,859 | 19,874 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 10.0 | 10.0 | 100.0% | 0 | 4.53s | 8,028 | 246 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 3.5 | 4.4 | 33.3% | 2 | 1.91s | 948 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 5.0 | 10.0 | 0.0% | 0 | 2.82s | 570 | 247 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 6.2 | 5.8 | 66.7% | 1 | 1.80s | 810 | 254 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 7.7 | 10.0 | 66.7% | 0 | 10.04s | 858 | 592 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 10.0 | 10.0 | 100.0% | 0 | 48.81s | 9,288 | 247 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 3.0 | 10.0 | 0.0% | 0 | 5.36s | 264 | 15 | 0 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 44.02s | 207 | 1,130 | 14,597 |
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