- Rank
- #139
- Total Output Tokens
- 253,646
- Response Time (avg)
- 104.93s
- Total Cost
- $0.092
Gemma 4 26B A4B (medium) vs KAT-Coder-Pro V2.5
The average score is effectively tied at 6.8 vs 6.7. Gemma 4 26B A4B (medium) has the lower benchmark cost at $0.092 vs $0.487. KAT-Coder-Pro V2.5 is faster at 26.01s vs 104.93s, with pass rates of 69.7% vs 71.2%.
- Rank
- #141
- Total Output Tokens
- 139,572
- Response Time (avg)
- 26.01s
- Total Cost
- $0.487
Recommended model
Gemma 4 26B A4B (medium)
It has the best score here (6.8), while costing about 5.3x less than KAT-Coder-Pro V2.5.
Detailed comparison
| Metric | Gemma 4 26B A4B Gemma 4 26B A4B medium Free Available | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none |
|---|---|---|
| Score | 6.8 | 6.7 |
| Rank | #139 | #141 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.6 | 7.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 69.7% | 71.2% |
| Flaky tests | 1 | 8 |
| Total Runs | 66 | 66 |
| Cost per result | 0.623 | 4.419 |
| Total Cost | $0.092 | $0.487 |
| Input Price | $0.070 / 1M | $0.740 / 1M |
| Output Price | $0.340 / 1M | $2.960 / 1M |
| Total Input Tokens | 77,528 | 98,508 |
| Output Tokens | 26,048 | 139,572 |
| Reasoning Tokens | 227,598 | 0 |
| Response Time (avg) | 104.93s | 26.01s |
| Response Time (max) | 912.19s | 335.41s |
| Response Time (total) | 2203.52s | 572.22s |
| Parameters | 25.2B total (3.8B active) | ~700B total (~72B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#139 Gemma 4 26B A4B
medium
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#141 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 6.20s | 816 | 1,142 | 3,045 | |
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 3,998 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 2.9 | 10.0 | 0.0% | 0 | 272.54s | 5,062 | 14,838 | 44,567 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 6.3 | 10.0 | 50.0% | 0 | 492.87s | 54,390 | 5,451 | 132,113 | |
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 77,889 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 16.51s | 8,334 | 1,567 | 2,827 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 2,361 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 5.3 | 7.2 | 44.4% | 1 | 35.14s | 494 | 481 | 15,212 | |
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 24,683 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 29.76s | 567 | 25 | 5,075 | |
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 1,067 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 17.54s | 777 | 887 | 4,470 | |
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 1,084 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 5.79s | 801 | 410 | 2,128 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 1,929 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 10.0 | 10.0 | 100.0% | 0 | 9.01s | 6,096 | 450 | 1,256 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 1,103 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 26B A4B | 3.0 | 10.0 | 0.0% | 0 | 180.87s | 191 | 797 | 16,905 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 3,018 | 0 |
Quick Compare
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