- Rank
- #324
- Total Output Tokens
- 97,752
- Response Time (avg)
- 12.46s
- Total Cost
- $0.070
KAT-Coder-Air V2.5 vs Nemotron 3.5 Lightning (low)
Nemotron 3.5 Lightning (low) leads on average score with 4.8 vs 4.8. KAT-Coder-Air V2.5 has the lower benchmark cost at $0.070 vs $0.140. KAT-Coder-Air V2.5 is faster at 12.46s vs 59.81s, with pass rates of 36.4% vs 42.4%.
Compared models
- Rank
- #320
- Total Output Tokens
- 665,174
- Response Time (avg)
- 59.81s
- Total Cost
- $0.140
Recommended model
KAT-Coder-Air V2.5
Its score stays close to the best score here (4.8 vs 4.8), while costing about 2.0x less than Nemotron 3.5 Lightning (low).
Detailed comparison
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 none | Nemotron 3.5 Lightning Nemotron 3.5 Lightning low Free Available |
|---|---|---|
| Score | 4.8 | 4.8 |
| Rank | #324 | #320 |
| Reliability | 10.0 | 9.8 |
| Consistency | 7.2 | 6.8 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 36.4% | 42.4% |
| Flaky tests | 7 | 9 |
| Total Runs | 66 | 66 |
| Cost per result | 1.382 | 0.000 |
| Total Cost | $0.070 | $0.140 |
| Input Price | $0.150 / 1M | $0.080 / 1M |
| Output Price | $0.600 / 1M | $0.200 / 1M |
| Total Input Tokens | 69,376 | 138,792 |
| Output Tokens | 97,752 | 142,972 |
| Reasoning Tokens | 0 | 522,202 |
| Response Time (avg) | 12.46s | 59.81s |
| Response Time (max) | 121.05s | 312.21s |
| Response Time (total) | 274.11s | 1315.80s |
| 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.
#324 KAT-Coder-Air V2.5
none- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
#320 Nemotron 3.5 Lightning
low- Cost
- $0.000
- Time
- 32.2s
- Tokens
- 6,089 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 | 5.3 | 5.6 | 50.0% | 2 | 2.68s | 672 | 3,044 | 0 | |
| Nemotron 3.5 Lightning | 6.9 | 5.8 | 75.0% | 2 | 14.82s | 696 | 2,231 | 13,263 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 16,918 | 0 | |
| Nemotron 3.5 Lightning | 4.0 | 7.8 | 11.1% | 1 | 224.42s | 7,522 | 72,614 | 262,558 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 3.8 | 1.6 | 50.0% | 2 | 73.00s | 43,170 | 50,768 | 0 | |
| Nemotron 3.5 Lightning | 6.3 | 10.0 | 50.0% | 0 | 142.36s | 111,134 | 17,771 | 117,066 |
| 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 | 6.3 | 5.8 | 66.7% | 1 | 2.66s | 7,776 | 1,268 | 0 | |
| Nemotron 3.5 Lightning | 2.9 | 5.8 | 16.7% | 1 | 31.32s | 7,944 | 3,462 | 17,930 |
| 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 | 8.33s | 780 | 11,657 | 0 | |
| Nemotron 3.5 Lightning | 3.6 | 7.2 | 22.2% | 1 | 52.66s | 798 | 40,719 | 74,528 |
| 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 | 12.02s | 516 | 656 | 0 | |
| Nemotron 3.5 Lightning | 3.7 | 9.5 | 0.0% | 0 | 4.61s | 516 | 2,794 | 2,933 |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 1.75s | 699 | 858 | 0 | |
| Nemotron 3.5 Lightning | 8.4 | 6.9 | 83.3% | 1 | 5.46s | 723 | 434 | 4,423 |
| 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 | 2.9 | 4.4 | 22.2% | 2 | 1.84s | 696 | 1,255 | 0 | |
| Nemotron 3.5 Lightning | 3.6 | 1.8 | 44.4% | 3 | 6.21s | 726 | 1,402 | 11,841 |
| 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 | 5.13s | 8,391 | 1,560 | 0 | |
| Nemotron 3.5 Lightning | 10.0 | 10.0 | 100.0% | 0 | 5.08s | 8,526 | 124 | 2,685 |
| 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 | 17.96s | 204 | 9,768 | 0 | |
| Nemotron 3.5 Lightning | 3.0 | 10.0 | 0.0% | 0 | 38.68s | 207 | 1,421 | 14,975 |
Quick Compare
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