MiniMax M3 - NC Bench

minimax/minimax-m3

MiniMax M3

via OpenRouter

Release Date

May 31st, 2026

Context Size

Reasoning

Yes

Benchmark Cost

$3.13

Speed

34.9 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	89	89	88	84	81	86%
Horror: alone in an eerie place at night Creative Writing Hallucination	94	90	85	84	78	86%
Literary fiction: old friends reunite Creative Writing Hallucination	93	85	84	83	79	85%
Mystery: examining a crime scene Creative Writing Hallucination	94	88	87	85	83	87%
Romance: separated couple reunites Creative Writing Hallucination	89	88	84	82	82	85%
Thriller: chase through city streets Creative Writing Hallucination	90	89	88	88	86	88%
Detailed Writing Rules						86.32%
genre
Fantasy: entering an ancient ruin Creative Writing Hallucination	78	76	74	73	72	75%
Horror: alone in an eerie place at night Creative Writing Hallucination	88	86	83	80	79	83%
Literary fiction: old friends reunite Creative Writing Hallucination	80	79	79	78	76	78%
Mystery: examining a crime scene Creative Writing Hallucination	91	84	83	79	77	83%
Romance: separated couple reunites Creative Writing Hallucination	86	82	78	77	76	80%
Thriller: chase through city streets Creative Writing Hallucination	85	83	83	80	78	82%
genre						80.03%
Novelcrafter Default Prompt
Fantasy: entering an ancient ruin Creative Writing Hallucination	86	83	81	77	71	79%
Horror: alone in an eerie place at night Creative Writing Hallucination	90	89	86	86	80	86%
Literary fiction: old friends reunite Creative Writing Hallucination	86	84	82	80	79	82%
Mystery: examining a crime scene Creative Writing Hallucination	93	85	85	84	81	86%
Romance: separated couple reunites Creative Writing Hallucination	83	81	81	79	79	81%
Thriller: chase through city streets Creative Writing Hallucination	88	87	87	82	80	85%
Novelcrafter Default Prompt						83.18%
83.18%

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	98	96	96	94	93	95%
Medium: The Hollow (Inferred) Tooling Reasoning	99	98	98	97	96	97%
Medium: Through the Thornveil (Scattered) Tooling Reasoning	98	98	98	97	96	98%
Short: The Rusty Lantern (Explicit) Tooling Reasoning	100	99	99	99	98	99%
97.31%

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	25	25	17	17	17	17	17	17	17	17	18%
Long text (~1594 words), small codex (11 entries) Hallucination	100	100	100	100	100	100	100	100	100	100	100%
Short text (~524 words), big codex (51 entries) Hallucination	100	100	100	100	100	100	100	100	100	100	100%
Short text (~524 words), small codex (11 entries) Hallucination	100	100	100	100	100	100	100	100	100	100	100%
basic entries											79.58%
detailed entries
Long text (~1594 words), big codex (51 detailed entries) Hallucination	100	100	100	100	100	100	100	100	100	100	100%
Long text (~1594 words), small codex (11 detailed entries) Hallucination	100	100	100	100	100	100	100	100	100	25	93%
Short text (~524 words), big codex (51 detailed entries) Hallucination	100	100	100	100	100	100	100	100	25	25	85%
Short text (~524 words), small codex (11 detailed entries) Hallucination	100	100	100	100	100	100	100	100	100	100	100%
detailed entries											94.38%
86.98%

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	99	98	97	95	95	95	94	94	94	91	95%
Large codex (40 entries), short passage (165 words) Tooling Reasoning	100	100	100	98	98	98	98	96	96	96	98%
Small codex (7 entries), long passage (734 words) Tooling Reasoning	100	100	97	97	92	88	88	88	88	88	92%
Small codex (7 entries), short passage (165 words) Tooling Reasoning	100	100	100	100	100	100	100	100	100	100	100%
matrix											96.48%
tiers
5 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	100	91	99%
10 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	92	92	98%
20 codex entries Tooling Reasoning	97	96	94	92	92	92	89	89	89	85	92%
40 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	92	92	98%
tiers											96.88%
96.68%

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	100	100	100	100%
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	50	50	50	85%
Indirect birth year Reasoning	100	100	100	100	100	100	100	100	100	100	100%
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%
86.25%

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	100	100	100	100	100	100	100	100	57	3	86%
Write 200 words with 50% dialogue Rule Following Utility	100	100	100	100	100	90	80	50	50	0	77%
Write 200 words with 90% dialogue Rule Following Utility	99	98	95	88	87	86	68	50	40	16	73%
dialogue-200											78.60%
dialogue-500
Write 500 words with 30% dialogue Rule Following Utility	100	85	82	53	50	50	0	0	0	0	42%
Write 500 words with 50% dialogue Rule Following Utility	100	98	87	50	1	0	0	0	0	0	34%
Write 500 words with 70% dialogue Rule Following Utility	88	64	53	53	16	3	0	0	0	0	28%
dialogue-500											34.36%
Ungrouped
Write unattributed dialogue Rule Following	100	100	100	100	100	100	100	100	100	61	96%
62.13%

Language Comprehension

Does the model understand more than just English?

Scenario	#1	#2	#3	#4	#5	Total
Asking for directions (Dutch) Language	100	100	100	100	100	100%
Asking for directions (German) Language	100	100	100	100	100	100%
Friend got new kittens (German) Language	100	100	100	100	100	100%
Friend got new kittens (Tagalog) Language	100	100	100	100	100	100%
100.00%

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	100	71	67	88%
Character dialogue (German) in a story Language	100	100	100	100	100	100%
Character dialogue (Hindi) in a story Language	100	100	56	54	53	73%
Character dialogue (Italian) in a story Language	100	100	100	100	93	99%
Character dialogue (Spanish) in a story Language	100	100	100	85	56	88%
89.43%

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	100	100	100	100	100	100	100	100	100	100	100%
Write sentences with 10 words each Utility	100	100	100	100	100	100	100	100	100	100	100%
Write sentences with 20 words each Utility	100	100	100	100	100	100	100	100	100	70	97%
99.00%

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	100	100	100	100	100	100	100	100	100%
outline-count											100.00%
pov-count
Count point of views for Jack and Olivia Utility	100	100	100	100	100	100	100	100	50	50	90%
Count point of views for Jack Harper Utility	100	100	100	100	100	100	100	100	0	0	80%
Count point of views for Olivia Utility	100	100	100	100	100	100	100	100	100	100	100%
pov-count											90.00%
95.00%

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	100	100	100	100	100	100	100%
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	98	95	99%
Expand all contractions Text Editing	100	100	100	100	100	100	100	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	99	99	99	100%
Passive voice → active voice Text Editing Hallucination	96	95	94	94	94	93	92	94%
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	97	93	93	89	89	89	93%
Generic Prompt								98.34%
Specific Prompt
Avoid said/asked/replied/answered Text Editing	100	100	100	100	100	100	100	100%
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	100	100	100	99	99	99	99	100%
Expand all contractions Text Editing	100	100	100	100	100	100	73	96%
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	100	100	99	99	98	98	94	98%
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	100	100	100%
Specific Prompt								99.34%
98.84%

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	100	100	100%
100.00%

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	0	0	0	0	0	0	0	0	0	0	0%
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	100	100	100	0	0	80%
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	100	100	100	0	0	80%
56.00%

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	100	100	100	100	100	100	100	100	100%
paragraphs											100.00%
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	100	100	100	100	100	100	100	100	100	100%
20 sentence summary Utility	100	100	100	100	100	100	98	92	54	9	85%
50 sentence summary Utility	100	100	100	100	100	100	100	77	0	0	78%
sentences											92.60%
words
10 word summary Utility	100	100	100	100	100	100	100	100	100	100	100%
20 word summary Utility	100	100	100	100	100	100	100	100	100	98	100%
50 word summary Utility	100	100	100	100	100	100	92	92	92	54	93%
100 word summary Utility	100	100	100	100	100	100	100	100	100	0	90%
200 word summary Utility	100	100	100	100	100	100	98	0	0	0	70%
words											90.54%
93.52%