- Rank
- #270
- Total Output Tokens
- 32,069
- Response Time (avg)
- 17.51s
- Total Cost
- $0.257
Seed-2.0-Code vs Nemotron 3 Super (medium)
Nemotron 3 Super (medium) leads on average score with 5.5 vs 5.4. Nemotron 3 Super (medium) has the lower benchmark cost at $0.081 vs $0.257. Seed-2.0-Code is faster at 17.51s vs 56.40s, with pass rates of 37.7% vs 42.0%.
Compared models
- Rank
- #264
- Total Output Tokens
- 147,935
- Response Time (avg)
- 56.40s
- Total Cost
- $0.081
Recommended model
Nemotron 3 Super (medium)
It has the best score here (5.5), while costing about 3.2x less than Seed-2.0-Code.
Detailed comparison
| Metric | Seed-2.0-Code Seed-2.0-Code none | Nemotron 3 Super Nemotron 3 Super medium Free Available |
|---|---|---|
| Score | 5.4 | 5.5 |
| Rank | #270 | #264 |
| Reliability | 9.0 | 9.5 |
| Consistency | 7.9 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 37.7% | 42.0% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 4.268 | 0.004 |
| Total Cost | $0.257 | $0.081 |
| Input Price | $0.500 / 1M | $0.080 / 1M |
| Output Price | $3.000 / 1M | $0.450 / 1M |
| Total Input Tokens | 319,668 | 229,346 |
| Output Tokens | 32,069 | 18,597 |
| Reasoning Tokens | 0 | 129,338 |
| Response Time (avg) | 17.51s | 56.40s |
| Response Time (max) | 132.84s | 431.98s |
| Response Time (total) | 402.66s | 1184.46s |
| Parameters | ~200B total (~20B active) | 120B total (12B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#270 Seed-2.0-Code
none- Cost
- $0.030
- Time
- 140.6s
- Tokens
- 9,924 tok
#264 Nemotron 3 Super
medium- Cost
- $0.000
- Time
- 272.6s
- Tokens
- 5,296 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 6.1 | 3.1 | 66.7% | 1 | 79.95s | 159,919 | 8,636 | 0 | |
| Nemotron 3 Super | 4.7 | 1.6 | 66.7% | 1 | 138.25s | 147,908 | 923 | 31,438 |
| 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 Super | 8.3 | 10.0 | 75.0% | 0 | 7.85s | 686 | 748 | 1,305 |
| 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 Super | 3.1 | 10.0 | 0.0% | 0 | 147.32s | 2,275 | 797 | 4,424 |
| 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 Super | 6.4 | 5.8 | 66.7% | 1 | 259.89s | 59,463 | 5,542 | 75,095 |
| 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 Super | 10.0 | 10.0 | 100.0% | 0 | 18.16s | 7,944 | 877 | 2,607 |
| 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 Super | 2.9 | 4.4 | 22.2% | 2 | 19.35s | 465 | 4,558 | 5,119 |
| 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 Super | 4.1 | 10.0 | 0.0% | 0 | 6.91s | 492 | 105 | 363 |
| 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 Super | 7.3 | 10.0 | 50.0% | 0 | 6.97s | 723 | 956 | 2,383 |
| 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 Super | 3.0 | 10.0 | 0.0% | 0 | 3.15s | 708 | 570 | 1,322 |
| 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 Super | 10.0 | 10.0 | 100.0% | 0 | 39.75s | 8,544 | 270 | 1,969 |
| 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 Super | 3.0 | 10.0 | 0.0% | 0 | 55.32s | 138 | 3,251 | 3,313 |
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