- Rank
- #221
- Total Output Tokens
- 113,193
- Response Time (avg)
- 19.40s
- Total Cost
- $0.568
KAT-Coder-Pro V2.5 (low) vs Beam 1.0 501B A23B (medium)
The average score is effectively tied at 6.5 vs 6.6. Beam 1.0 501B A23B (medium) has the lower benchmark cost at $0.499 vs $0.568. Beam 1.0 501B A23B (medium) is faster at 6.27s vs 19.40s, with pass rates of 65.2% vs 65.2%.
Compared models
- Rank
- #220
- Total Output Tokens
- 98,521
- Response Time (avg)
- 6.27s
- Total Cost
- $0.499
Recommended model
Beam 1.0 501B A23B (medium)
It has the best score here (6.6), while responding about 3.1x faster than KAT-Coder-Pro V2.5 (low).
Detailed comparison
| Metric | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low | Beam 1.0 501B A23B Beam 1.0 501B A23B medium |
|---|---|---|
| Score | 6.5 | 6.6 |
| Rank | #221 | #220 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.1 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 65.2% |
| Flaky tests | 8 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 3.636 | 3.561 |
| Total Cost | $0.568 | $0.499 |
| 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 | 87,682 | 202,937 |
| Output Tokens | 7,166 | 4,328 |
| Reasoning Tokens | 106,027 | 94,193 |
| Response Time (avg) | 19.40s | 6.27s |
| Response Time (max) | 209.15s | 31.55s |
| Response Time (total) | 446.11s | 144.28s |
| 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.
#221 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 tok
#220 Beam 1.0 501B A23B
medium- Cost
- $0.005
- Time
- 11.8s
- Tokens
- 4,267 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 | 1.75s | 0 | 0 | 0 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 31.55s | 172,837 | 2,588 | 9,026 |
| 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 | 6.9 | 5.8 | 75.0% | 2 | 4.20s | 672 | 277 | 4,228 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 1.62s | 1,113 | 232 | 4,706 |
| 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 | 24.87s | 7,893 | 402 | 24,945 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 11.81s | 7,791 | 440 | 27,204 |
| 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 | 111.87s | 60,055 | 5,393 | 43,732 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 2.62s | 7,665 | 132 | 2,087 |
| 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 | 4.19s | 7,776 | 288 | 1,917 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 1.24s | 7,993 | 279 | 1,614 |
| 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 | 3.5 | 4.4 | 33.3% | 2 | 22.86s | 780 | 35 | 21,430 | |
| Beam 1.0 501B A23B | 2.9 | 7.2 | 11.1% | 1 | 11.66s | 1,113 | 71 | 29,077 |
| 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 | 4.1 | 2.7 | 33.3% | 1 | 2.32s | 516 | 99 | 412 | |
| Beam 1.0 501B A23B | 4.7 | 1.6 | 66.7% | 1 | 1.87s | 615 | 96 | 1,532 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.53s | 699 | 83 | 1,008 | |
| Beam 1.0 501B A23B | 9.8 | 10.0 | 100.0% | 0 | 1.24s | 918 | 102 | 1,834 |
| 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 | 6.4 | 4.4 | 77.8% | 2 | 3.11s | 696 | 289 | 1,820 | |
| Beam 1.0 501B A23B | 10.0 | 10.0 | 100.0% | 0 | 3.91s | 1,029 | 281 | 9,130 |
| 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 | 18.45s | 8,391 | 282 | 834 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 1.95s | 1,530 | 72 | 440 |
| 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 | 17.06s | 204 | 18 | 5,701 | |
| Beam 1.0 501B A23B | 3.0 | 10.0 | 0.0% | 0 | 10.13s | 333 | 35 | 7,543 |
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