- Rank
- #269
- Total Output Tokens
- 66,576
- Response Time (avg)
- 8.65s
- Total Cost
- $0.048
KAT-Coder-Air V2.5 (medium) vs Nemotron 3.5 Lightning (high)
The average score is effectively tied at 5.6 vs 5.6. KAT-Coder-Air V2.5 (medium) has the lower benchmark cost at $0.048 vs $0.134. KAT-Coder-Air V2.5 (medium) is faster at 8.65s vs 58.26s, with pass rates of 45.5% vs 50.0%.
Compared models
- Rank
- #270
- Total Output Tokens
- 654,597
- Response Time (avg)
- 58.26s
- Total Cost
- $0.134
Recommended model
KAT-Coder-Air V2.5 (medium)
It has the best score here (5.6), while costing about 2.8x less than Nemotron 3.5 Lightning (high).
Detailed comparison
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium | Nemotron 3.5 Lightning Nemotron 3.5 Lightning high Free Available |
|---|---|---|
| Score | 5.6 | 5.6 |
| Rank | #269 | #270 |
| Reliability | 9.6 | 9.9 |
| Consistency | 8.9 | 5.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 45.5% | 50.0% |
| Flaky tests | 3 | 12 |
| Total Runs | 66 | 66 |
| Cost per result | 0.596 | 0.000 |
| Total Cost | $0.048 | $0.134 |
| Input Price | $0.150 / 1M | $0.080 / 1M |
| Output Price | $0.600 / 1M | $0.200 / 1M |
| Total Input Tokens | 51,369 | 118,016 |
| Output Tokens | 8,008 | 148,344 |
| Reasoning Tokens | 58,568 | 506,253 |
| Response Time (avg) | 8.65s | 58.26s |
| Response Time (max) | 48.19s | 285.26s |
| Response Time (total) | 190.35s | 1281.79s |
| Parameters | ~35B total (~3B active) | 30B total (3B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#269 KAT-Coder-Air V2.5
medium- Cost
- $0.003
- Time
- 23.7s
- Tokens
- 4,924 tok
#270 Nemotron 3.5 Lightning
high- Cost
- $0.000
- Time
- 92.8s
- Tokens
- 11,343 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 8.7 | 8.0 | 91.7% | 1 | 3.79s | 672 | 549 | 4,194 | |
| Nemotron 3.5 Lightning | 5.5 | 3.7 | 66.7% | 3 | 10.29s | 696 | 2,432 | 15,948 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.6 | 7.0 | 22.2% | 1 | 23.37s | 7,893 | 5,199 | 29,973 | |
| Nemotron 3.5 Lightning | 4.4 | 5.1 | 33.3% | 2 | 168.41s | 7,623 | 68,533 | 242,319 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 6.5 | 10.0 | 50.0% | 0 | 19.56s | 23,854 | 435 | 6,811 | |
| Nemotron 3.5 Lightning | 6.4 | 10.0 | 50.0% | 0 | 160.45s | 90,257 | 17,550 | 119,725 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.65s | 7,776 | 268 | 1,881 | |
| Nemotron 3.5 Lightning | 7.3 | 5.9 | 83.3% | 1 | 13.99s | 7,944 | 3,210 | 16,835 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.0 | 10.0 | 0.0% | 0 | 6.58s | 668 | 673 | 4,670 | |
| Nemotron 3.5 Lightning | 2.9 | 4.4 | 22.2% | 2 | 88.61s | 798 | 45,616 | 72,496 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 5.0 | 10.0 | 0.0% | 0 | 9.81s | 516 | 189 | 557 | |
| Nemotron 3.5 Lightning | 3.7 | 9.5 | 0.0% | 0 | 7.58s | 516 | 4,331 | 4,408 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 10.0 | 10.0 | 100.0% | 0 | 1.50s | 699 | 93 | 730 | |
| Nemotron 3.5 Lightning | 8.5 | 6.8 | 83.3% | 1 | 4.98s | 723 | 502 | 3,779 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.6 | 7.2 | 22.2% | 1 | 1.87s | 696 | 265 | 1,184 | |
| Nemotron 3.5 Lightning | 3.6 | 1.8 | 44.4% | 3 | 6.09s | 726 | 1,236 | 9,851 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 317 | 906 | |
| Nemotron 3.5 Lightning | 10.0 | 10.0 | 100.0% | 0 | 6.92s | 8,526 | 3,745 | 3,781 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.0 | 10.0 | 0.0% | 0 | 15.74s | 204 | 20 | 7,662 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 77.98s | 207 | 1,189 | 17,111 |
Quick Compare
Switch Comparison Pair
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