- Rank
- #260
- Total Output Tokens
- 139,375
- Response Time (avg)
- 23.94s
- Total Cost
- $0.669
KAT-Coder-Pro V2.5 (medium) vs Beam 1.0 501B A23B (high)
KAT-Coder-Pro V2.5 (medium) leads on average score with 6.2 vs 6.1. KAT-Coder-Pro V2.5 (medium) has the lower benchmark cost at $0.669 vs $0.674. Beam 1.0 501B A23B (high) is faster at 9.03s vs 23.94s, with pass rates of 62.3% 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)
Its score stays close to the best score here (6.1 vs 6.2), while responding about 2.7x faster than KAT-Coder-Pro V2.5 (medium).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium | Beam 1.0 501B A23B Beam 1.0 501B A23B high |
|---|---|---|
| Score | 6.2 | 6.1 |
| Rank | #260 | #266 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.2 | 8.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 59.4% |
| Flaky tests | 8 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 4.342 | 6.126 |
| Total Cost | $0.669 | $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 | 87,916 | 232,218 |
| Output Tokens | 7,213 | 4,944 |
| Reasoning Tokens | 132,162 | 142,263 |
| Response Time (avg) | 23.94s | 9.03s |
| Response Time (max) | 257.00s | 36.04s |
| Response Time (total) | 550.52s | 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.
#260 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 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 | 3.38s | 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 | 8.2 | 7.9 | 83.3% | 1 | 3.90s | 672 | 208 | 3,868 | |
| 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 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 | |
| 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 | 6.4 | 5.8 | 66.7% | 1 | 135.75s | 60,289 | 5,478 | 51,591 | |
| 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 | 7.3 | 5.9 | 83.3% | 1 | 4.70s | 7,776 | 275 | 2,122 | |
| 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 | 2.9 | 4.4 | 22.2% | 2 | 35.11s | 780 | 36 | 33,495 | |
| 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 | 4.7 | 3.1 | 33.3% | 1 | 2.35s | 516 | 92 | 381 | |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 2.58s | 699 | 83 | 971 | |
| 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 | 5.9 | 4.5 | 66.7% | 2 | 3.20s | 696 | 325 | 1,867 | |
| 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 | 19.02s | 8,391 | 282 | 1,010 | |
| 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 | 9.87s | 204 | 18 | 3,199 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 16.40s | 336 | 39 | 12,351 |
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