Arcee AI: Trinity Large (Preview)

arcee-ai/trinity-large-preview:free

Arcee AI: Trinity Large (Preview)

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Release Date

Jan 27th, 2026

Context Size

128k

Reasoning

Benchmark Cost

$0.0000

Speed

31.0 tok/s

Subcategories

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
Fantasy: entering an ancient ruin Creative Writing Hallucination	77	72	71	68	65	71%
Horror: alone in an eerie place at night Creative Writing Hallucination	87	83	82	76	75	81%
Literary fiction: old friends reunite Creative Writing Hallucination	87	85	79	75	72	80%
Mystery: examining a crime scene Creative Writing Hallucination	92	80	79	78	70	80%
Romance: separated couple reunites Creative Writing Hallucination	79	78	71	69	67	73%
Thriller: chase through city streets Creative Writing Hallucination	85	85	84	76	73	81%
Detailed Writing Rules						77.38%
genre
Fantasy: entering an ancient ruin Creative Writing Hallucination	66	66	65	65	61	65%
Horror: alone in an eerie place at night Creative Writing Hallucination	75	75	75	74	65	73%
Literary fiction: old friends reunite Creative Writing Hallucination	90	81	79	73	71	79%
Mystery: examining a crime scene Creative Writing Hallucination	80	78	75	73	72	76%
Romance: separated couple reunites Creative Writing Hallucination	85	84	76	74	70	78%
Thriller: chase through city streets Creative Writing Hallucination	81	79	76	74	67	76%
genre						74.23%
Novelcrafter Default Prompt
Fantasy: entering an ancient ruin Creative Writing Hallucination	70	70	69	63	62	67%
Horror: alone in an eerie place at night Creative Writing Hallucination	86	81	76	71	71	77%
Literary fiction: old friends reunite Creative Writing Hallucination	82	79	76	75	74	77%
Mystery: examining a crime scene Creative Writing Hallucination	81	79	77	76	75	78%
Romance: separated couple reunites Creative Writing Hallucination	80	79	74	73	72	76%
Thriller: chase through city streets Creative Writing Hallucination	85	76	72	71	70	75%
Novelcrafter Default Prompt						74.80%
75.47%

Codex Extraction

Evaluates a model's ability to extract structured codex entries (characters, locations, objects, lore) from prose passages and return them as well-formed XML.

Scenario	#1	#2	#3	#4	#5	Total
Long: The Spire of Echoes (Dense) Tooling Reasoning	92	89	89	87	3	72%
Medium: The Hollow (Inferred) Tooling Reasoning	94	92	92	91	3	74%
Medium: Through the Thornveil (Scattered) Tooling Reasoning	97	94	94	94	93	94%
Short: The Rusty Lantern (Explicit) Tooling Reasoning	99	97	95	94	92	95%
84.00%

Codex Red Herring (False Positive Detection)

Tests whether models correctly report "no violations" when a codex is fully consistent with the prose passage. Models that hallucinate false violations (false positives) fail. Uses a 2×2 matrix of text length × codex size, with bare and detailed-entry variants.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
basic entries
Long text (~1594 words), big codex (51 entries) Hallucination	26	26	26	26	26	26	25	25	6	0	21%
Long text (~1594 words), small codex (11 entries) Hallucination	29	28	28	27	5	5	5	4	3	3	14%
Short text (~524 words), big codex (51 entries) Hallucination	29	28	28	28	28	28	28	28	27	26	28%
Short text (~524 words), small codex (11 entries) Hallucination	100	35	29	29	29	28	28	6	3	0	29%
basic entries											22.85%
detailed entries
Long text (~1594 words), big codex (51 detailed entries) Hallucination	100	100	100	26	26	26	26	26	26	0	46%
Long text (~1594 words), small codex (11 detailed entries) Hallucination	100	100	100	100	29	28	28	10	8	4	51%
Short text (~524 words), big codex (51 detailed entries) Hallucination	30	28	28	27	27	26	26	4	2	1	20%
Short text (~524 words), small codex (11 detailed entries) Hallucination	50	35	28	27	27	27	27	26	26	4	28%
detailed entries											35.98%
29.41%

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
Large codex (40 entries), long passage (1,019 words) Tooling Reasoning	39	38	37	34	34	34	34	34	3	3	29%
Large codex (40 entries), short passage (165 words) Tooling Reasoning	90	78	76	76	75	74	74	72	70	34	72%
Small codex (7 entries), long passage (734 words) Tooling Reasoning	83	75	75	75	75	72	71	71	63	54	71%
Small codex (7 entries), short passage (165 words) Tooling Reasoning	92	92	91	87	83	83	83	83	80	79	85%
matrix											64.40%
tiers
5 codex entries Tooling Reasoning	83	83	83	83	76	76	69	69	67	63	75%
10 codex entries Tooling Reasoning	89	86	86	83	79	72	72	72	72	66	78%
20 codex entries Tooling Reasoning	89	85	85	81	77	74	73	73	70	61	77%
40 codex entries Tooling Reasoning	87	79	75	71	61	58	34	34	33	33	57%
tiers											71.63%
68.01%

Data extraction

Extract key details from a given block of text.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
All valid emails Utility	100	100	100	100	100	100	100	100	100	100	100%
Contextual pronoun Utility	100	100	100	100	100	100	100	100	100	100	100%
Fruits excluding citrus Utility	100	100	100	100	100	100	100	0	0	0	70%
Future event time Reasoning	50	50	50	50	50	50	50	50	50	50	50%
Guess the pet Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Highest-rated movie Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Indirect birth year Reasoning	50	50	50	50	50	50	50	50	50	50	50%
What instrument does Lucy play? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
What's the color of the car? Utility	100	100	100	100	100	100	100	100	100	100	100%
What's the correct time? Reasoning	0	0	0	0	0	0	0	0	0	0	0%
Who's the sister? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Who's the tallest? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
80.83%

Dialogue tags

Various tasks related to dialogue tags in text.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
dialogue-200
Write 200 words with 10% dialogue Rule Following Utility	91	49	49	49	47	38	34	23	14	14	41%
Write 200 words with 50% dialogue Rule Following Utility	85	50	50	50	47	45	43	38	34	28	47%
Write 200 words with 90% dialogue Rule Following Utility	97	75	67	60	60	50	50	45	38	26	57%
dialogue-200											48.17%
dialogue-500
Write 500 words with 30% dialogue Rule Following Utility	43	0	0	0	0	0	0	0	0	0	4%
Write 500 words with 50% dialogue Rule Following Utility	65	43	42	4	1	0	0	0	0	0	15%
Write 500 words with 70% dialogue Rule Following Utility	50	38	0	0	0	0	0	0	0	0	9%
dialogue-500											9.50%
Ungrouped
Write unattributed dialogue Rule Following	100	100	100	100	61	14	1	1	0	0	48%
31.52%

Language Comprehension

Does the model understand more than just English?

Scenario	#1	#2	#3	#4	#5	Total
Asking for directions (Dutch) Language	100	100	0	0	0	40%
Asking for directions (German) Language	100	100	100	100	0	80%
Friend got new kittens (German) Language	100	100	100	100	100	100%
Friend got new kittens (Tagalog) Language	100	100	100	100	100	100%
80.00%

Language Writing

Can the model generate text in different languages?

Scenario	#1	#2	#3	#4	#5	Total
Character dialogue (French) in a story Language	100	100	91	78	55	85%
Character dialogue (German) in a story Language	100	100	100	100	63	93%
Character dialogue (Hindi) in a story Language	100	100	80	0	0	56%
Character dialogue (Italian) in a story Language	100	100	64	58	50	74%
Character dialogue (Spanish) in a story Language	100	100	62	60	59	76%
76.76%

N-Length Sentences

Write sentences with exactly N words

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
Write sentences with 5 words each Utility	93	87	81	81	80	77	72	69	66	56	76%
Write sentences with 10 words each Utility	71	67	65	59	58	50	45	41	39	32	53%
Write sentences with 20 words each Utility	0	0	0	0	0	0	0	0	0	0	0%
42.90%

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
Count acts Utility	100	100	100	100	100	100	100	100	100	100	100%
Count chapters Utility	100	100	100	100	100	100	100	100	100	100	100%
Count scenes Utility	100	100	0	0	0	0	0	0	0	0	20%
outline-count											73.33%
pov-count
Count point of views for Jack and Olivia Utility	100	50	50	50	0	0	0	0	0	0	25%
Count point of views for Jack Harper Utility	100	100	100	100	100	100	100	0	0	0	70%
Count point of views for Olivia Utility	100	100	100	0	0	0	0	0	0	0	30%
pov-count											41.67%
57.50%

Text Replacement

Tests deterministic text transformations: renaming characters/locations, expanding contractions, tense rewriting, POV shifts, gender swaps, combined transformations, and word avoidance. Scored by checking each expected change independently.

Scenario	#1	#2	#3	#4	#5	#6	#7	Total
Generic Prompt
Avoid said/asked/replied/answered Text Editing	100	67	67	67	67	67	67	71%
Character rename: Elena->Mirabel, Gregor->Aldric Text Editing	100	100	100	100	100	100	100	100%
Combined: 3rd person past → 1st person present Text Editing	99	99	99	99	99	70	70	91%
Expand all contractions Text Editing	100	98	84	84	84	84	67	86%
Location rename: market square, outer ring, bridge, northern mines Text Editing	100	100	100	100	96	96	96	98%
Multi-character gender swap: Priya(F)->Rohan(M), Mara unchanged Text Editing	91	50	50	50	50	50	50	56%
Passive voice → active voice Text Editing Hallucination	89	88	88	87	86	86	84	87%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	100	100	100	100	100	100	100	100%
Tense rewriting: past to present Text Editing	99	99	99	99	99	99	99	99%
Generic Prompt								87.59%
Specific Prompt
Avoid said/asked/replied/answered Text Editing	100	89	89	89	89	89	78	89%
Character rename: Elena->Mirabel, Gregor->Aldric Text Editing	100	100	100	100	100	100	100	100%
Combined: 3rd person past → 1st person present Text Editing	99	99	99	99	99	99	99	99%
Expand all contractions Text Editing	100	100	100	100	100	99	99	100%
Location rename: market square, outer ring, bridge, northern mines Text Editing	100	100	100	100	100	100	100	100%
Multi-character gender swap: Priya(F)->Rohan(M), Mara unchanged Text Editing	100	100	100	100	100	100	100	100%
Passive voice → active voice Text Editing Hallucination	92	92	92	92	92	90	90	92%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	100	100	100	100	100	100	100	100%
Tense rewriting: past to present Text Editing	100	100	100	100	100	99	99	100%
Specific Prompt								97.67%
92.63%

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
Create alternate prose sections Tooling	100	100	100	100	100	100	100	100	67	67	93%
93.33%

Voice/dialogue sheets

Extract dialogue from given text as voice sheets.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
Multiple speakers Rule Following	100	100	0	0	0	0	0	0	0	0	20%
Simple Rule Following	100	100	0	0	0	0	0	0	0	0	20%
Simple (1-shot) 1-shot Rule Following	100	100	100	100	100	0	0	0	0	0	50%
Simple (5-shot) Few-shot Rule Following	100	100	100	100	100	100	100	100	100	100	100%
Unattributed dialogue Rule Following	100	100	100	100	100	0	0	0	0	0	50%
48.00%

Write N of X

Write exactly N words/sentences/paragraphs...

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
paragraphs
1 paragraph summary Utility	100	100	100	100	100	100	100	100	100	100	100%
3 paragraph summary Utility	100	100	100	100	100	100	100	100	100	100	100%
5 paragraph summary Utility	100	100	0	0	0	0	0	0	0	0	20%
paragraphs											73.33%
sentences
1 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
3 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
10 sentence summary Utility	100	98	92	92	77	77	77	77	77	77	85%
20 sentence summary Utility	9	2	0	0	0	0	0	0	0	0	1%
50 sentence summary Utility	0	0	0	0	0	0	0	0	0	0	0%
sentences											57.16%
words
10 word summary Utility	100	100	100	100	100	100	100	98	54	0	85%
20 word summary Utility	100	100	100	100	98	98	92	92	27	0	81%
50 word summary Utility	100	92	92	0	0	0	0	0	0	0	28%
100 word summary Utility	100	92	92	27	9	9	2	0	0	0	33%
200 word summary Utility	98	92	54	0	0	0	0	0	0	0	24%
words											50.41%
58.30%