- Rank
- #273
- Total Output Tokens
- 139,572
- Response Time (avg)
- 24.96s
- Total Cost
- $0.742
KAT-Coder-Pro V2.5 (default) vs Beam 1.0 501B A23B (high)
The average score is effectively tied at 6.1 vs 6.1. Beam 1.0 501B A23B (high) has the lower benchmark cost at $0.674 vs $0.742. Beam 1.0 501B A23B (high) is faster at 9.03s vs 24.96s, with pass rates of 68.1% vs 59.4%.
Compared models
- Rank
- #266
- Total Output Tokens
- 147,207
- Response Time (avg)
- 9.03s
- Total Cost
- $0.674
Recommended model
Beam 1.0 501B A23B (high)
It has the best score here (6.1), while responding about 2.8x faster than KAT-Coder-Pro V2.5 (default).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 default | Beam 1.0 501B A23B Beam 1.0 501B A23B high |
|---|---|---|
| Score | 6.1 | 6.1 |
| Rank | #273 | #266 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.1 | 8.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 68.1% | 59.4% |
| Flaky tests | 8 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 4.419 | 6.126 |
| Total Cost | $0.742 | $0.674 |
| Input Price | $0.740 / 1M | $1.000 / 1M |
| Output Price | $2.960 / 1M | $3.000 / 1M |
| Cache Read Price | $0.150 / 1M | $0.100 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 98,508 | 232,218 |
| Output Tokens | 8,088 | 4,944 |
| Reasoning Tokens | 131,484 | 142,263 |
| Response Time (avg) | 24.96s | 9.03s |
| Response Time (max) | 335.41s | 36.04s |
| Response Time (total) | 574.12s | 207.67s |
| Parameters | ~700B total (~72B active) | 501B total (23B active) |
| Availability | Closed | Open source |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#273 KAT-Coder-Pro V2.5
default- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 tok
#266 Beam 1.0 501B A23B
high- Cost
- $0.008
- Time
- 15.6s
- Tokens
- 6,162 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.90s | 0 | 0 | 0 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 33.55s | 202,053 | 2,798 | 11,159 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 222 | 3,776 | |
| Beam 1.0 501B A23B | 8.8 | 8.3 | 83.3% | 1 | 1.36s | 1,125 | 518 | 3,068 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 451 | 21,989 | |
| Beam 1.0 501B A23B | 8.4 | 7.4 | 88.9% | 1 | 21.05s | 7,800 | 559 | 44,608 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 6,356 | 71,533 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 7,671 | 132 | 2,425 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 288 | 2,073 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 1.66s | 7,998 | 272 | 1,873 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 34 | 24,649 | |
| Beam 1.0 501B A23B | 3.6 | 7.2 | 22.2% | 1 | 20.70s | 1,122 | 81 | 53,269 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 111 | 956 | |
| Beam 1.0 501B A23B | 5.1 | 3.4 | 33.3% | 1 | 1.94s | 618 | 115 | 1,818 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 84 | 1,000 | |
| Beam 1.0 501B A23B | 9.8 | 10.0 | 100.0% | 0 | 1.27s | 924 | 88 | 1,648 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 256 | 1,673 | |
| Beam 1.0 501B A23B | 8.2 | 7.2 | 88.9% | 1 | 4.02s | 1,038 | 270 | 9,674 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 268 | 835 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 1.82s | 1,533 | 72 | 370 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 18 | 3,000 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 16.40s | 336 | 39 | 12,351 |
Quick Compare
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