- Rank
- #270
- Total Output Tokens
- 32,069
- Response Time (avg)
- 17.51s
- Total Cost
- $0.257
Seed-2.0-Code vs North Mini Code (medium)
The average score is effectively tied at 5.4 vs 5.4. North Mini Code (medium) has the lower benchmark cost at $0.000 vs $0.257. Seed-2.0-Code is faster at 17.51s vs 140.39s, with pass rates of 37.7% vs 42.0%.
Compared models
- Rank
- #273
- Total Output Tokens
- 1,818,271
- Response Time (avg)
- 140.39s
- Total Cost
- $0.000
Recommended model
Seed-2.0-Code
It has the best score here (5.4), while responding about 8.0x faster than North Mini Code (medium).
Detailed comparison
| Metric | Seed-2.0-Code Seed-2.0-Code none | North Mini Code North Mini Code medium Free Available |
|---|---|---|
| Score | 5.4 | 5.4 |
| Rank | #270 | #273 |
| Reliability | 9.0 | 8.9 |
| Consistency | 7.9 | 8.6 |
| Attempts | 69/69 | 61/69 |
| Tests Correct | ||
| Attempt pass rate | 37.7% | 42.0% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 61 |
| Cost per result | 4.268 | 0.000 |
| Total Cost | $0.257 | $0.000 |
| Input Price | $0.500 / 1M | $0.000 / 1M |
| Output Price | $3.000 / 1M | $0.000 / 1M |
| Total Input Tokens | 319,668 | 166,347 |
| Output Tokens | 32,069 | 423,884 |
| Reasoning Tokens | 0 | 1,394,387 |
| Response Time (avg) | 17.51s | 140.39s |
| Response Time (max) | 132.84s | 786.72s |
| Response Time (total) | 402.66s | 3229.07s |
| Parameters | ~200B total (~20B active) | 30B total (3B active) |
| Availability | Closed | Open source |
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
#273 North Mini Code
medium- Cost
- $0.000
- Time
- 51.8s
- Tokens
- 12,460 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 | |
| North Mini Code | 3.9 | 9.6 | 0.0% | 0 | 105.20s | 84,605 | 0 | 53,480 |
| 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 | |
| North Mini Code | 8.4 | 10.0 | 75.0% | 0 | 64.79s | 324 | 64,441 | 68,535 |
| 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 | |
| North Mini Code | 4.5 | 4.9 | 33.3% | 2 | 320.43s | 7,119 | 219,891 | 561,569 |
| 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 | |
| North Mini Code | 2.9 | 5.8 | 16.7% | 1 | 554.89s | 63,682 | 0 | 472,040 |
| 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 | |
| North Mini Code | 10.0 | 10.0 | 100.0% | 0 | 24.06s | 6,819 | 240 | 2,659 |
| 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 | |
| North Mini Code | 2.9 | 7.2 | 11.1% | 1 | 107.19s | 550 | 7,595 | 102,957 |
| 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 | |
| North Mini Code | 5.1 | 10.0 | 0.0% | 0 | 25.08s | 444 | 1,546 | 1,635 |
| 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 | |
| North Mini Code | 9.8 | 10.0 | 100.0% | 0 | 15.43s | 379 | 909 | 1,339 |
| 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 | |
| North Mini Code | 3.3 | 10.0 | 0.0% | 0 | 19.70s | 543 | 2,215 | 2,485 |
| 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 | |
| North Mini Code | 10.0 | 10.0 | 100.0% | 0 | 3.93s | 1,776 | 41 | 563 |
| 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 | |
| North Mini Code | 3.0 | 10.0 | 0.0% | 0 | 305.02s | 106 | 127,006 | 127,125 |
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