arcee-ai/trinity-mini
Arcee AI: Trinity MiniRelease Date
Dec 1st, 2025Context Size
128kBenchmark Cost
$0.13Speed
181.0 tok/sCreative writing
57.39%Rule following
55.45%Utility
64.15%Mathematics
95.00%Tooling
67.85%Language
71.77%Logic
77.25%Bad Writing Habits
Detects common prose quality anti-patterns in AI-generated creative writing, including passive voice, past progressive overuse, weak dialogue tags, filter words, purple prose, cliches, AI-ism words/adverbs/names, and more.
| Scenario | #1 | #2 | #3 | #4 | #5 | Total |
|---|---|---|---|---|---|---|
| Detailed Writing Rules | ||||||
| 72 | 71 | 70 | 65 | 59 | 67% | |
| 86 | 77 | 74 | 72 | 70 | 76% | |
| 78 | 78 | 76 | 74 | 71 | 76% | |
| 81 | 76 | 75 | 71 | 66 | 74% | |
| 81 | 76 | 75 | 75 | 72 | 76% | |
| 83 | 80 | 78 | 77 | 74 | 78% | |
| Detailed Writing Rules | 74.48% | |||||
| genre | ||||||
| 68 | 66 | 66 | 65 | 62 | 66% | |
| 75 | 75 | 74 | 73 | 71 | 74% | |
| 77 | 75 | 74 | 73 | 68 | 74% | |
| 77 | 76 | 73 | 68 | 66 | 72% | |
| 78 | 77 | 75 | 70 | 66 | 73% | |
| 78 | 76 | 74 | 73 | 72 | 75% | |
| genre | 72.12% | |||||
| Novelcrafter Default Prompt | ||||||
| 74 | 69 | 66 | 65 | 65 | 68% | |
| 86 | 84 | 73 | 71 | 69 | 77% | |
| 73 | 71 | 71 | 71 | 67 | 70% | |
| 82 | 78 | 76 | 74 | 69 | 76% | |
| 71 | 70 | 69 | 67 | 67 | 69% | |
| 82 | 79 | 78 | 73 | 71 | 77% | |
| Novelcrafter Default Prompt | 72.69% | |||||
| 73.10% | ||||||
Codex Violation Detection
Detects factual inconsistencies between a story bible and prose passages. The model must output structured XML identifying each violation with paragraph number and substring.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| matrix | |||||||||||
| 72 | 70 | 69 | 55 | 52 | 51 | 51 | 51 | 43 | 43 | 56% | |
| 79 | 79 | 79 | 79 | 75 | 74 | 69 | 61 | 58 | 57 | 71% | |
| 77 | 76 | 73 | 72 | 66 | 61 | 60 | 60 | 60 | 53 | 66% | |
| 87 | 87 | 83 | 80 | 80 | 76 | 76 | 72 | 72 | 72 | 78% | |
| matrix | 67.67% | ||||||||||
| tiers | |||||||||||
| 100 | 93 | 93 | 93 | 87 | 87 | 75 | 75 | 66 | 66 | 83% | |
| 94 | 94 | 89 | 83 | 83 | 83 | 83 | 83 | 78 | 78 | 85% | |
| 82 | 82 | 82 | 82 | 79 | 75 | 73 | 70 | 69 | 60 | 75% | |
| 77 | 73 | 67 | 61 | 61 | 53 | 53 | 44 | 44 | 33 | 57% | |
| tiers | 75.09% | ||||||||||
| 71.38% | |||||||||||
Data extraction
Extract key details from a given block of text.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 60% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 0 | 70% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 50 | 95% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 82.92% | |||||||||||
Dialogue tags
Various tasks related to dialogue tags in text.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| dialogue-200 | |||||||||||
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 50 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5% | |
| 49 | 48 | 39 | 33 | 27 | 12 | 11 | 7 | 5 | 0 | 23% | |
| dialogue-200 | 9.41% | ||||||||||
| dialogue-500 | |||||||||||
| 50 | 48 | 45 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 18% | |
| 50 | 49 | 48 | 30 | 26 | 5 | 0 | 0 | 0 | 0 | 21% | |
| 51 | 49 | 45 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 18% | |
| dialogue-500 | 18.94% | ||||||||||
| Ungrouped | |||||||||||
| 100 | 61 | 61 | 61 | 14 | 14 | 14 | 14 | 1 | 1 | 34% | |
| 16.98% | |||||||||||
Language Comprehension
Does the model understand more than just English?
| Scenario | #1 | #2 | #3 | #4 | #5 | Total |
|---|---|---|---|---|---|---|
| 100 | 100 | 0 | 0 | 0 | 40% | |
| 100 | 100 | 0 | 0 | 0 | 40% | |
| 100 | 100 | 100 | 0 | 0 | 60% | |
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 60.00% | ||||||
Language Writing
Can the model generate text in different languages?
| Scenario | #1 | #2 | #3 | #4 | #5 | Total |
|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 55 | 50 | 0 | 61% | |
| 100 | 100 | 100 | 0 | 0 | 60% | |
| 100 | 100 | 100 | 75 | 50 | 85% | |
| 81.18% | ||||||
N-Length Sentences
Write sentences with exactly N words
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 97 | 89 | 76 | 73 | 63 | 53 | 45 | 45 | 27 | 24 | 59% | |
| 64 | 52 | 48 | 38 | 34 | 31 | 29 | 15 | 7 | 7 | 32% | |
| 8 | 8 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2% | |
| 31.32% | |||||||||||
Novel outline
Handle questions about the outline of a novel in various formats
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| outline-count | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| outline-count | 100.00% | ||||||||||
| pov-count | |||||||||||
| 50 | 50 | 50 | 50 | 50 | 50 | 0 | 0 | 0 | 0 | 30% | |
| 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10% | |
| 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10% | |
| pov-count | 16.67% | ||||||||||
| 58.33% | |||||||||||
Tool usage within Novelcrafter
Output messages that are related to tool usage within Novelcrafter
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 67 | 97% | |
| 96.67% | |||||||||||
Voice/dialogue sheets
Extract dialogue from given text as voice sheets.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10% | |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30% | |
| 8.00% | |||||||||||
Write N of X
Write exactly N words/sentences/paragraphs...
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| paragraphs | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 40% | |
| paragraphs | 80.00% | ||||||||||
| sentences | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 98 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20% | |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| sentences | 43.97% | ||||||||||
| words | |||||||||||
| 92 | 92 | 92 | 92 | 92 | 92 | 92 | 92 | 92 | 77 | 91% | |
| 98 | 54 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15% | |
| 92 | 77 | 77 | 27 | 0 | 0 | 0 | 0 | 0 | 0 | 27% | |
| 54 | 54 | 27 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 14% | |
| 100 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10% | |
| words | 31.46% | ||||||||||
| 47.47% | |||||||||||