- Rank
- #273
- Total Output Tokens
- 1,818,271
- Response Time (avg)
- 140.39s
- Total Cost
- $0.000
North Mini Code (medium) vs Ember-1
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 $0.786. Ember-1 is faster at 22.65s vs 140.39s, with pass rates of 42.0% vs 43.5%.
Compared models
- Rank
- #277
- Total Output Tokens
- 11,832
- Response Time (avg)
- 22.65s
- Total Cost
- $0.786
Recommended model
Ember-1
It has the best score here (5.4), while responding about 6.2x faster than North Mini Code (medium).
Detailed comparison
| Metric | North Mini Code North Mini Code medium Free Available | Ember-1 Ember-1 none |
|---|---|---|
| Score | 5.4 | 5.4 |
| Rank | #273 | #277 |
| Reliability | 8.9 | 8.8 |
| Consistency | 8.6 | 8.6 |
| Attempts | 61/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 42.0% | 43.5% |
| Flaky tests | 4 | 4 |
| Total Runs | 61 | 69 |
| Cost per result | 0.000 | 9.817 |
| Total Cost | $0.000 | $0.786 |
| Input Price | $0.000 / 1M | $3.000 / 1M |
| Output Price | $0.000 / 1M | $15.000 / 1M |
| Total Input Tokens | 166,347 | 202,617 |
| Output Tokens | 423,884 | 11,832 |
| Reasoning Tokens | 1,394,387 | 0 |
| Response Time (avg) | 140.39s | 22.65s |
| Response Time (max) | 786.72s | 93.12s |
| Response Time (total) | 3229.07s | 520.91s |
| Parameters | 30B total (3B active) | ~2.8T total (~104B active) |
| Availability | Open source | Closed |
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
#277 Ember-1
none- Cost
- $0.156
- Time
- 224.6s
- Tokens
- 10,555 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 | |
| Ember-1 | 6.1 | 3.1 | 66.7% | 1 | 92.87s | 175,191 | 9,168 | 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 | |
| Ember-1 | 5.2 | 7.9 | 41.7% | 1 | 22.37s | 796 | 867 | 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 | |
| Ember-1 | 5.5 | 10.0 | 33.3% | 0 | 1.94s | 7,485 | 393 | 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 | |
| Ember-1 | 3.0 | 10.0 | 0.0% | 0 | 49.01s | 12,162 | 327 | 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 | |
| Ember-1 | 6.4 | 5.9 | 66.7% | 1 | 35.25s | 4,017 | 161 | 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 | |
| Ember-1 | 5.3 | 10.0 | 33.3% | 0 | 21.61s | 804 | 68 | 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 | |
| Ember-1 | 5.0 | 10.0 | 0.0% | 0 | 2.28s | 540 | 160 | 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 | |
| Ember-1 | 6.4 | 5.8 | 66.7% | 1 | 31.00s | 509 | 81 | 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 | |
| Ember-1 | 10.0 | 10.0 | 100.0% | 0 | 2.54s | 840 | 569 | 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 | |
| Ember-1 | 3.0 | 10.0 | 0.0% | 0 | 26.44s | 0 | 0 | 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 | |
| Ember-1 | 3.0 | 10.0 | 0.0% | 0 | 1.05s | 273 | 38 | 0 |
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