Qwen3 235B A22B Instruct 2507

qwen/qwen3-235b-a22b-2507

Qwen3 235B A22B Instruct 2507

via OpenRouter

Release Date

Jul 21st, 2025

Context Size

262.1k

Reasoning

Benchmark Cost

$0.41

Speed

40.3 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	90	90	82	81	77	84%
Horror: alone in an eerie place at night Creative Writing Hallucination	93	88	86	85	82	87%
Literary fiction: old friends reunite Creative Writing Hallucination	92	91	90	89	85	89%
Mystery: examining a crime scene Creative Writing Hallucination	89	89	86	86	84	87%
Romance: separated couple reunites Creative Writing Hallucination	90	89	86	85	85	87%
Thriller: chase through city streets Creative Writing Hallucination	92	92	91	91	90	91%
Detailed Writing Rules						87.64%
genre
Fantasy: entering an ancient ruin Creative Writing Hallucination	82	79	78	77	75	78%
Horror: alone in an eerie place at night Creative Writing Hallucination	88	83	80	77	75	81%
Literary fiction: old friends reunite Creative Writing Hallucination	88	85	83	82	79	83%
Mystery: examining a crime scene Creative Writing Hallucination	85	84	81	79	78	81%
Romance: separated couple reunites Creative Writing Hallucination	87	84	84	81	77	83%
Thriller: chase through city streets Creative Writing Hallucination	92	87	85	83	81	86%
genre						82.02%
Novelcrafter Default Prompt
Fantasy: entering an ancient ruin Creative Writing Hallucination	82	81	80	80	78	80%
Horror: alone in an eerie place at night Creative Writing Hallucination	90	87	84	84	82	85%
Literary fiction: old friends reunite Creative Writing Hallucination	91	89	87	84	81	86%
Mystery: examining a crime scene Creative Writing Hallucination	89	85	84	83	82	85%
Romance: separated couple reunites Creative Writing Hallucination	87	86	84	79	79	83%
Thriller: chase through city streets Creative Writing Hallucination	90	90	87	86	81	87%
Novelcrafter Default Prompt						84.42%
84.69%

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	92	92	91	90	92%
Medium: The Hollow (Inferred) Tooling Reasoning	93	92	91	90	65	86%
Medium: Through the Thornveil (Scattered) Tooling Reasoning	95	94	92	91	90	92%
Short: The Rusty Lantern (Explicit) Tooling Reasoning	93	93	91	90	90	91%
90.37%

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	28	27	27	27	27	27	26	8	3	2	20%
Long text (~1594 words), small codex (11 entries) Hallucination	42	35	32	31	30	29	28	5	4	4	24%
Short text (~524 words), big codex (51 entries) Hallucination	100	25	25	25	25	17	17	17	13	13	27%
Short text (~524 words), small codex (11 entries) Hallucination	30	25	25	25	17	17	17	17	17	17	20%
basic entries											22.95%
detailed entries
Long text (~1594 words), big codex (51 detailed entries) Hallucination	100	38	35	29	28	28	26	10	8	5	31%
Long text (~1594 words), small codex (11 detailed entries) Hallucination	28	28	6	5	5	5	5	4	2	2	9%
Short text (~524 words), big codex (51 detailed entries) Hallucination	100	100	50	25	25	25	17	17	8	3	37%
Short text (~524 words), small codex (11 detailed entries) Hallucination	42	28	25	25	25	25	25	10	8	3	22%
detailed entries											24.57%
23.76%

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	83	82	82	79	76	74	74	72	68	65	75%
Large codex (40 entries), short passage (165 words) Tooling Reasoning	92	91	89	87	85	83	83	82	78	68	84%
Small codex (7 entries), long passage (734 words) Tooling Reasoning	87	87	84	84	84	83	80	76	75	70	81%
Small codex (7 entries), short passage (165 words) Tooling Reasoning	92	92	92	92	88	88	88	88	87	84	89%
matrix											82.33%
tiers
5 codex entries Tooling Reasoning	83	83	83	83	83	76	76	76	76	44	76%
10 codex entries Tooling Reasoning	100	100	100	100	100	100	92	92	92	86	96%
20 codex entries Tooling Reasoning	97	92	92	89	88	86	82	82	79	55	84%
40 codex entries Tooling Reasoning	93	92	88	84	83	83	79	75	75	75	83%
tiers											84.96%
83.64%

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	100	100	100	100%
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	0	90%
Who's the tallest? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
86.67%

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	92	50	49	47	43	42	39	21	18	0	40%
Write 200 words with 50% dialogue Rule Following Utility	50	50	38	34	0	0	0	0	0	0	17%
Write 200 words with 90% dialogue Rule Following Utility	80	67	67	62	50	50	48	44	19	0	49%
dialogue-200											35.34%
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	0	0	0	0	0	0	0	0	0	0	0%
Write 500 words with 70% dialogue Rule Following Utility	38	14	3	1	0	0	0	0	0	0	6%
dialogue-500											3.31%
Ungrouped
Write unattributed dialogue Rule Following	100	100	100	100	100	100	100	100	100	100	100%
30.85%

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	0	80%
Asking for directions (German) Language	100	100	0	0	0	40%
Friend got new kittens (German) Language	100	100	100	100	0	80%
Friend got new kittens (Tagalog) Language	100	100	100	100	100	100%
75.00%

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	0	0	0	0	20%
Character dialogue (German) in a story Language	100	100	67	0	0	53%
Character dialogue (Hindi) in a story Language	100	100	0	0	0	40%
Character dialogue (Italian) in a story Language	100	100	100	0	0	60%
Character dialogue (Spanish) in a story Language	100	100	100	0	0	60%
46.67%

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	99	98	94	93	93	92	91	90	86	80	92%
Write sentences with 10 words each Utility	95	92	90	87	85	79	73	62	43	23	73%
Write sentences with 20 words each Utility	75	58	57	39	39	31	24	13	12	0	35%
66.47%

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	0	0	80%
outline-count											93.33%
pov-count
Count point of views for Jack and Olivia Utility	100	100	100	100	100	100	100	100	100	100	100%
Count point of views for Jack Harper Utility	100	100	100	100	100	100	100	100	100	100	100%
Count point of views for Olivia Utility	100	100	100	100	100	100	100	0	0	0	70%
pov-count											90.00%
91.67%

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	97	97	97	97	97	98%
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	94	89	86	84	84	82	81	86%
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	91	91	91	91	91	91	91	91%
Passive voice → active voice Text Editing Hallucination	86	86	83	78	77	73	73	79%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	99	99	99	79	78	76	74	86%
Tense rewriting: past to present Text Editing	100	100	100	100	100	99	99	100%
Generic Prompt								93.33%
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	99	99	99	99	99	99	99	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	100	100	100	100%
Passive voice → active voice Text Editing Hallucination	95	95	95	95	94	93	93	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	100	100	100	100	100	100	100%
Specific Prompt								99.29%
96.31%

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	100	100	0	0	0	0	0	0	0	0	20%
Simple Rule Following	100	100	100	100	100	100	100	100	100	0	90%
Simple (1-shot) 1-shot Rule Following	100	100	100	100	100	100	100	100	100	100	100%
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%
72.00%

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	27	2	0	0	0	53%
50 sentence summary Utility	100	100	100	100	100	0	0	0	0	0	50%
sentences											80.58%
words
10 word summary Utility	100	100	100	100	100	100	100	100	92	54	95%
20 word summary Utility	100	100	98	92	92	77	77	54	54	2	75%
50 word summary Utility	54	0	0	0	0	0	0	0	0	0	5%
100 word summary Utility	77	27	0	0	0	0	0	0	0	0	10%
200 word summary Utility	100	27	2	0	0	0	0	0	0	0	13%
words											39.58%
69.29%