- Rank
- #273
- Total Output Tokens
- 1,818,271
- Response Time (avg)
- 140.39s
- Total Cost
- $0.000
North Mini Code (medium) vs Laguna XS 2.1
North Mini Code (medium) leads on average score with 5.4 vs 5.3. North Mini Code (medium) has the lower benchmark cost at $0.000 vs $0.019. Laguna XS 2.1 is faster at 4.56s vs 140.39s, with pass rates of 42.0% vs 29.0%.
Compared models
- Rank
- #283
- Total Output Tokens
- 23,173
- Response Time (avg)
- 4.56s
- Total Cost
- $0.019
Recommended model
Laguna XS 2.1
Its score stays close to the best score here (5.3 vs 5.4), while responding about 30.8x faster than North Mini Code (medium).
Detailed comparison
| Metric | North Mini Code North Mini Code medium Free Available | Laguna XS 2.1 Laguna XS 2.1 none Free Available |
|---|---|---|
| Score | 5.4 | 5.3 |
| Rank | #273 | #283 |
| Reliability | 8.9 | 10.0 |
| Consistency | 8.6 | 9.1 |
| Attempts | 61/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 42.0% | 29.0% |
| Flaky tests | 4 | 3 |
| Total Runs | 61 | 69 |
| Cost per result | 0.000 | 0.380 |
| Total Cost | $0.000 | $0.019 |
| Input Price | $0.000 / 1M | $0.060 / 1M |
| Output Price | $0.000 / 1M | $0.120 / 1M |
| Total Input Tokens | 166,347 | 270,072 |
| Output Tokens | 423,884 | 23,173 |
| Reasoning Tokens | 1,394,387 | 0 |
| Response Time (avg) | 140.39s | 4.56s |
| Response Time (max) | 786.72s | 70.79s |
| Response Time (total) | 3229.07s | 104.80s |
| Parameters | 30B total (3B active) | 33B 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.
#273 North Mini Code
medium- Cost
- $0.000
- Time
- 51.8s
- Tokens
- 12,460 tok
#283 Laguna XS 2.1
none- Cost
- $0.001
- Time
- 27.6s
- Tokens
- 4,344 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 |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 3.9 | 9.6 | 0.0% | 0 | 105.20s | 84,605 | 0 | 53,480 | |
| Laguna XS 2.1 | 5.0 | 10.0 | 0.0% | 0 | 70.79s | 178,465 | 9,796 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 8.4 | 10.0 | 75.0% | 0 | 64.79s | 324 | 64,441 | 68,535 | |
| Laguna XS 2.1 | 5.3 | 8.3 | 33.3% | 1 | 755ms | 774 | 1,015 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 4.5 | 4.9 | 33.3% | 2 | 320.43s | 7,119 | 219,891 | 561,569 | |
| Laguna XS 2.1 | 4.3 | 7.8 | 22.2% | 1 | 623ms | 7,995 | 562 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 2.9 | 5.8 | 16.7% | 1 | 554.89s | 63,682 | 0 | 472,040 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.39s | 64,647 | 10,328 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 10.0 | 10.0 | 100.0% | 0 | 24.06s | 6,819 | 240 | 2,659 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 768ms | 7,734 | 240 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 2.9 | 7.2 | 11.1% | 1 | 107.19s | 550 | 7,595 | 102,957 | |
| Laguna XS 2.1 | 5.3 | 10.0 | 33.3% | 0 | 303ms | 843 | 14 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 5.1 | 10.0 | 0.0% | 0 | 25.08s | 444 | 1,546 | 1,635 | |
| Laguna XS 2.1 | 5.0 | 10.0 | 0.0% | 0 | 529ms | 537 | 128 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 9.8 | 10.0 | 100.0% | 0 | 15.43s | 379 | 909 | 1,339 | |
| Laguna XS 2.1 | 3.8 | 5.8 | 33.3% | 1 | 364ms | 638 | 50 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 3.3 | 10.0 | 0.0% | 0 | 19.70s | 543 | 2,215 | 2,485 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 1.01s | 771 | 730 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 10.0 | 10.0 | 100.0% | 0 | 3.93s | 1,776 | 41 | 563 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 1.36s | 7,413 | 300 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 3.0 | 10.0 | 0.0% | 0 | 305.02s | 106 | 127,006 | 127,125 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 254ms | 255 | 10 | 0 |
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