- Rank
- #246
- Total Output Tokens
- 925,046
- Response Time (avg)
- 84.01s
- Total Cost
- $0.862
Trinity Large Thinking (medium) vs KAT-Coder-Pro V2.5 (medium)
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 $0.862. KAT-Coder-Pro V2.5 (medium) is faster at 23.94s vs 84.01s, with pass rates of 49.3% vs 62.3%.
Compared models
- Rank
- #240
- Total Output Tokens
- 139,375
- Response Time (avg)
- 23.94s
- Total Cost
- $0.669
Recommended model
KAT-Coder-Pro V2.5 (medium)
It has the best score here (6.2), while responding about 3.5x faster than Trinity Large Thinking (medium).
Detailed comparison
| Metric | Trinity Large Thinking Trinity Large Thinking medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium |
|---|---|---|
| Score | 6.1 | 6.2 |
| Rank | #246 | #240 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.7 | 7.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 62.3% |
| Flaky tests | 7 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 10.772 | 4.342 |
| Total Cost | $0.862 | $0.669 |
| Input Price | $0.250 / 1M | $0.740 / 1M |
| Output Price | $0.800 / 1M | $2.960 / 1M |
| Cache Read Price | $0.060 / 1M | $0.150 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 319,352 | 87,916 |
| Output Tokens | 158,447 | 7,213 |
| Reasoning Tokens | 875,524 | 132,162 |
| Response Time (avg) | 84.01s | 23.94s |
| Response Time (max) | 525.14s | 257.00s |
| Response Time (total) | 1932.24s | 550.52s |
| Parameters | 398B total (13B active) | ~700B total (~72B active) |
| Availability | Weights available | Closed |
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.
#246 Trinity Large Thinking
medium- Cost
- $0.016
- Time
- 75.9s
- Tokens
- 19,401 tok
#240 KAT-Coder-Pro V2.5
medium- Cost
- $0.009
- Time
- 25.6s
- Tokens
- 2,939 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 6.1 | 3.1 | 66.7% | 1 | 52.50s | 200,866 | 2,281 | 14,905 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 3.38s | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 6.8 | 9.8 | 50.0% | 0 | 5.11s | 663 | 1,531 | 6,078 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.9 | 83.3% | 1 | 3.90s | 672 | 208 | 3,868 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 7.5 | 10.0 | 66.7% | 0 | 179.02s | 7,248 | 7,413 | 351,155 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 33.10s | 7,893 | 416 | 33,658 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 2.9 | 6.0 | 16.7% | 1 | 382.70s | 93,292 | 35,814 | 269,745 | |
| KAT-Coder-Pro V2.5 | 6.4 | 5.8 | 66.7% | 1 | 135.75s | 60,289 | 5,478 | 51,591 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 6.3 | 5.8 | 66.7% | 1 | 16.38s | 6,906 | 475 | 11,153 | |
| KAT-Coder-Pro V2.5 | 7.3 | 5.9 | 83.3% | 1 | 4.70s | 7,776 | 275 | 2,122 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 5.3 | 7.2 | 44.4% | 1 | 124.17s | 756 | 99,334 | 172,018 | |
| KAT-Coder-Pro V2.5 | 2.9 | 4.4 | 22.2% | 2 | 35.11s | 780 | 36 | 33,495 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 10.0 | 10.0 | 100.0% | 0 | 32.22s | 501 | 7,035 | 7,774 | |
| KAT-Coder-Pro V2.5 | 4.7 | 3.1 | 33.3% | 1 | 2.35s | 516 | 92 | 381 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 4.4 | 6.9 | 16.7% | 1 | 3.99s | 684 | 77 | 3,798 | |
| KAT-Coder-Pro V2.5 | 9.9 | 10.0 | 100.0% | 0 | 2.58s | 699 | 83 | 971 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 5.2 | 5.4 | 44.5% | 2 | 2.90s | 678 | 2,508 | 3,231 | |
| KAT-Coder-Pro V2.5 | 5.9 | 4.5 | 66.7% | 2 | 3.20s | 696 | 325 | 1,867 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 10.0 | 10.0 | 100.0% | 0 | 5.26s | 7,551 | 299 | 1,372 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 19.02s | 8,391 | 282 | 1,010 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 3.0 | 10.0 | 0.0% | 0 | 97.44s | 207 | 1,680 | 34,295 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.87s | 204 | 18 | 3,199 |
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