- Rank
- #232
- Total Output Tokens
- 1,033,971
- Response Time (avg)
- 84.01s
- Total Cost
- $0.820
Trinity Large Thinking (medium) vs KAT-Coder-Pro V2.5
The average score is effectively tied at 6.1 vs 6.1. KAT-Coder-Pro V2.5 has the lower benchmark cost at $0.487 vs $0.820. KAT-Coder-Pro V2.5 is faster at 24.96s vs 84.01s, with pass rates of 49.3% vs 68.1%.
Compared models
- Rank
- #236
- Total Output Tokens
- 139,572
- Response Time (avg)
- 24.96s
- Total Cost
- $0.487
Recommended model
KAT-Coder-Pro V2.5
It has the best score here (6.1), while costing about 1.7x less 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 none |
|---|---|---|
| Score | 6.1 | 6.1 |
| Rank | #232 | #236 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.7 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 68.1% |
| Flaky tests | 7 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 10.772 | 4.419 |
| Total Cost | $0.820 | $0.487 |
| Input Price | $0.250 / 1M | $0.740 / 1M |
| Output Price | $0.800 / 1M | $2.960 / 1M |
| Total Input Tokens | 319,352 | 98,508 |
| Output Tokens | 158,447 | 139,572 |
| Reasoning Tokens | 875,524 | 0 |
| Response Time (avg) | 84.01s | 24.96s |
| Response Time (max) | 525.14s | 335.41s |
| Response Time (total) | 1932.24s | 574.12s |
| Parameters | 398B total (13B active) | ~700B total (~72B active) |
| Availability | Weights available | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#232 Trinity Large Thinking
medium- Cost
- $0.016
- Time
- 75.9s
- Tokens
- 19,401 tok
#236 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
| 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 | 1.90s | 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 | 8.7 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 7.5 | 10.0 | 66.7% | 0 | 179.02s | 7,248 | 7,413 | 351,155 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 2.9 | 6.0 | 16.7% | 1 | 382.70s | 93,292 | 35,814 | 269,745 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 6.3 | 5.8 | 66.7% | 1 | 16.38s | 6,906 | 475 | 11,153 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 5.3 | 7.2 | 44.4% | 1 | 124.17s | 756 | 99,334 | 172,018 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 10.0 | 10.0 | 100.0% | 0 | 32.22s | 501 | 7,035 | 7,774 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 4.4 | 6.9 | 16.7% | 1 | 3.99s | 684 | 77 | 3,798 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Trinity Large Thinking | 5.2 | 5.4 | 44.5% | 2 | 2.90s | 678 | 2,508 | 3,231 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| 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 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| 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 | 9.91s | 204 | 3,018 | 0 |
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