- Rank
- #220
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.87s
- Total Cost
- $0.077
KAT-Coder-Air V2.5 (high) vs Nemotron 3 Super (medium)
Nemotron 3 Super (medium) leads on average score with 5.7 vs 5.6. Nemotron 3 Super (medium) has the lower benchmark cost at $0.050 vs $0.077. KAT-Coder-Air V2.5 (high) is faster at 15.87s vs 52.31s, with pass rates of 42.4% vs 40.9%.
- Rank
- #212
- Total Output Tokens
- 115,574
- Response Time (avg)
- 52.31s
- Total Cost
- $0.050
Recommended model
KAT-Coder-Air V2.5 (high)
Its score stays close to the best score here (5.6 vs 5.7), while responding about 3.3x faster than Nemotron 3 Super (medium).
Detailed comparison
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high | Nemotron 3 Super Nemotron 3 Super medium Free Available |
|---|---|---|
| Score | 5.6 | 5.7 |
| Rank | #220 | #212 |
| Reliability | 9.8 | 9.1 |
| Consistency | 8.1 | 8.9 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 42.4% | 40.9% |
| Flaky tests | 5 | 3 |
| Total Runs | 66 | 66 |
| Cost per result | 1.091 | 0.004 |
| Total Cost | $0.077 | $0.050 |
| Input Price | $0.150 / 1M | $0.085 / 1M |
| Output Price | $0.600 / 1M | $0.400 / 1M |
| Total Input Tokens | 50,423 | 81,438 |
| Output Tokens | 4,144 | 17,674 |
| Reasoning Tokens | 110,510 | 97,900 |
| Response Time (avg) | 15.87s | 52.31s |
| Response Time (max) | 118.35s | 431.98s |
| Response Time (total) | 349.16s | 1046.21s |
| Parameters | ~35B total (~3B active) | 120B total (12B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#220 KAT-Coder-Air V2.5
high
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#212 Nemotron 3 Super
medium- Cost
- $0.000
- Time
- 272.6s
- Tokens
- 5,296 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 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 | |
| Nemotron 3 Super | 8.3 | 10.0 | 75.0% | 0 | 7.85s | 686 | 748 | 1,305 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Air V2.5 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 | |
| Nemotron 3 Super | 3.1 | 10.0 | 0.0% | 0 | 147.32s | 2,275 | 797 | 4,424 |
| 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 | 74.48s | 23,854 | 485 | 28,559 | |
| Nemotron 3 Super | 6.4 | 5.8 | 66.7% | 1 | 259.89s | 59,463 | 5,542 | 75,095 |
| 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 | 3.59s | 7,776 | 284 | 2,140 | |
| Nemotron 3 Super | 10.0 | 10.0 | 100.0% | 0 | 18.16s | 7,944 | 877 | 2,607 |
| 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 | 7.28s | 724 | 1,101 | 7,738 | |
| Nemotron 3 Super | 2.9 | 4.4 | 22.2% | 2 | 19.35s | 465 | 4,558 | 5,119 |
| 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 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 | |
| Nemotron 3 Super | 4.1 | 10.0 | 0.0% | 0 | 6.91s | 492 | 105 | 363 |
| 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 | 9.8 | 10.0 | 100.0% | 0 | 1.51s | 699 | 90 | 675 | |
| Nemotron 3 Super | 7.3 | 10.0 | 50.0% | 0 | 6.97s | 723 | 956 | 2,383 |
| 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 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 | |
| Nemotron 3 Super | 3.0 | 10.0 | 0.0% | 0 | 3.15s | 708 | 570 | 1,322 |
| 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 | 330 | 1,082 | |
| Nemotron 3 Super | 10.0 | 10.0 | 100.0% | 0 | 39.75s | 8,544 | 270 | 1,969 |
| 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 | 21.72s | 204 | 20 | 11,028 | |
| Nemotron 3 Super | 3.0 | 10.0 | 0.0% | 0 | 55.32s | 138 | 3,251 | 3,313 |
Quick Compare
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