- Rank
- #105
- Total Output Tokens
- 253,807
- Response Time (avg)
- 73.02s
- Total Cost
- $0.881
Seed-2.0-Code (low) vs Nemotron 3 Ultra (medium)
Seed-2.0-Code (low) leads on average score with 8.1 vs 8.0. Nemotron 3 Ultra (medium) has the lower benchmark cost at $0.674 vs $0.881. Nemotron 3 Ultra (medium) is faster at 40.33s vs 73.02s, with pass rates of 78.3% vs 68.1%.
Compared models
- Rank
- #111
- Total Output Tokens
- 196,626
- Response Time (avg)
- 40.33s
- Total Cost
- $0.674
Recommended model
Nemotron 3 Ultra (medium)
Its score stays close to the best score here (8.0 vs 8.1), while responding about 1.8x faster than Seed-2.0-Code (low).
Detailed comparison
| Metric | Seed-2.0-Code Seed-2.0-Code low | Nemotron 3 Ultra Nemotron 3 Ultra medium Free Available |
|---|---|---|
| Score | 8.1 | 8.0 |
| Rank | #105 | #111 |
| Reliability | 8.9 | 9.8 |
| Consistency | 7.9 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 78.3% | 68.1% |
| Flaky tests | 6 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 6.288 | 0.000 |
| Total Cost | $0.881 | $0.674 |
| Input Price | $0.500 / 1M | $0.500 / 1M |
| Output Price | $3.000 / 1M | $2.200 / 1M |
| Cache Read Price | N/A | $0.100 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 237,604 | 482,754 |
| Output Tokens | 9,617 | 62,455 |
| Reasoning Tokens | 244,190 | 141,067 |
| Response Time (avg) | 73.02s | 40.33s |
| Response Time (max) | 485.92s | 392.56s |
| Response Time (total) | 1679.49s | 927.65s |
| Parameters | ~200B total (~20B active) | 550B total (55B active) |
| Availability | Closed | 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.
#105 Seed-2.0-Code
low
Provider returned error
- Cost
- $0.000
- Time
- 0.3s
- Tokens
- 0 tok
#111 Nemotron 3 Ultra
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
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 | 10.0 | 10.0 | 100.0% | 0 | 90.18s | 151,947 | 1,475 | 11,023 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 188.06s | 249,339 | 8,071 | 11,046 |
| 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 | 8.7 | 7.9 | 91.7% | 1 | 39.56s | 930 | 2,650 | 15,987 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 8.62s | 780 | 835 | 1,485 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 7.0 | 7.1 | 55.6% | 1 | 109.70s | 7,948 | 455 | 55,759 | |
| Nemotron 3 Ultra | 8.4 | 7.4 | 88.9% | 1 | 26.53s | 7,686 | 2,854 | 17,725 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 7.3 | 5.8 | 83.3% | 1 | 99.12s | 55,969 | 3,774 | 21,408 | |
| Nemotron 3 Ultra | 6.3 | 5.8 | 66.7% | 1 | 218.25s | 204,249 | 40,954 | 78,561 |
| 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 | 24.88s | 8,046 | 246 | 1,639 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 5.68s | 7,989 | 473 | 1,285 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 4.1 | 4.4 | 44.5% | 2 | 238.45s | 975 | 16 | 132,626 | |
| Nemotron 3 Ultra | 3.6 | 7.2 | 22.2% | 1 | 35.22s | 785 | 7,637 | 18,208 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 6.5 | 3.4 | 66.7% | 1 | 11.14s | 579 | 179 | 1,117 | |
| Nemotron 3 Ultra | 3.7 | 9.5 | 0.0% | 0 | 2.52s | 360 | 70 | 235 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 9.8 | 10.0 | 100.0% | 0 | 12.20s | 828 | 72 | 1,034 | |
| Nemotron 3 Ultra | 9.8 | 10.0 | 100.0% | 0 | 6.35s | 765 | 182 | 1,243 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed-2.0-Code | 9.9 | 10.0 | 100.0% | 0 | 12.50s | 885 | 445 | 2,470 | |
| Nemotron 3 Ultra | 5.5 | 9.9 | 33.3% | 0 | 3.54s | 792 | 771 | 2,055 |
| 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 | 55.56s | 9,315 | 296 | 637 | |
| Nemotron 3 Ultra | 10.0 | 10.0 | 100.0% | 0 | 7.72s | 9,781 | 304 | 984 |
| 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 | 10.02s | 182 | 9 | 490 | |
| Nemotron 3 Ultra | 3.0 | 10.0 | 0.0% | 0 | 38.47s | 228 | 304 | 8,240 |
Quick Compare
Switch Comparison Pair
Nemotron 3 UltramediumFree AvailablevsGPT-5.6 LunahighNemotron 3 UltramediumFree AvailablevsQwen3.8 Flash NextlowDeepSeek V4.1 FlashlowvsNemotron 3 UltramediumFree AvailableSeed-2.0-CodelowvsDeepSeek V4 Pro 0423highNemotron 3 UltramediumFree AvailablevsGPT-5.6 TerralowClaude Opus 4.7mediumvsSeed-2.0-CodelowSeed-2.0-CodelowvsDeepSeek V4 Flash 0423highNemotron 3 UltramediumFree AvailablevsGLM 5.3 FlashXmaxDeepSeek V4 Flash 0423highvsNemotron 3 UltramediumFree AvailableClaude Fable 5.1highvsNemotron 3 UltramediumFree AvailableDeepSeek V4 Pro 0423highvsNemotron 3 UltramediumFree AvailableNemotron 3 UltramediumFree AvailablevsQwen3.7 Maxnone