Qwen 3 32B - NC Bench

qwen/qwen3-32b

Qwen 3 32B

via OpenRouter

Release Date

Apr 28th, 2025

Context Size

41k

Reasoning

Benchmark Cost

$0.66

Speed

70.4 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	83	83	78	69	68	76%
Horror: alone in an eerie place at night Creative Writing Hallucination	84	83	82	81	80	82%
Literary fiction: old friends reunite Creative Writing Hallucination	90	87	87	86	81	86%
Mystery: examining a crime scene Creative Writing Hallucination	86	84	83	82	77	82%
Romance: separated couple reunites Creative Writing Hallucination	85	83	82	80	74	81%
Thriller: chase through city streets Creative Writing Hallucination	89	83	82	81	80	83%
Detailed Writing Rules						81.72%
genre
Fantasy: entering an ancient ruin Creative Writing Hallucination	83	78	73	69	68	74%
Horror: alone in an eerie place at night Creative Writing Hallucination	87	83	79	76	76	80%
Literary fiction: old friends reunite Creative Writing Hallucination	83	81	81	80	78	81%
Mystery: examining a crime scene Creative Writing Hallucination	85	84	83	83	80	83%
Romance: separated couple reunites Creative Writing Hallucination	85	84	79	79	76	81%
Thriller: chase through city streets Creative Writing Hallucination	77	77	75	74	73	75%
genre						78.97%
Novelcrafter Default Prompt
Fantasy: entering an ancient ruin Creative Writing Hallucination	86	85	78	77	73	80%
Horror: alone in an eerie place at night Creative Writing Hallucination	84	84	82	79	79	82%
Literary fiction: old friends reunite Creative Writing Hallucination	84	84	80	78	77	81%
Mystery: examining a crime scene Creative Writing Hallucination	89	83	80	78	76	81%
Romance: separated couple reunites Creative Writing Hallucination	92	92	83	81	73	84%
Thriller: chase through city streets Creative Writing Hallucination	82	80	78	77	74	78%
Novelcrafter Default Prompt						81.01%
80.57%

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	93	92	91	90	88	91%
Medium: The Hollow (Inferred) Tooling Reasoning	95	93	92	90	90	92%
Medium: Through the Thornveil (Scattered) Tooling Reasoning	93	90	90	90	86	90%
Short: The Rusty Lantern (Explicit) Tooling Reasoning	94	93	93	91	89	92%
91.12%

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	100	100	100	100	100	25	25	25	25	13	61%
Long text (~1594 words), small codex (11 entries) Hallucination	100	100	100	100	100	100	25	25	17	13	68%
Short text (~524 words), big codex (51 entries) Hallucination	100	100	100	100	100	100	100	100	100	25	93%
Short text (~524 words), small codex (11 entries) Hallucination	100	100	100	100	100	100	100	25	25	25	78%
basic entries											74.79%
detailed entries
Long text (~1594 words), big codex (51 detailed entries) Hallucination	100	100	100	100	100	29	25	25	17	13	61%
Long text (~1594 words), small codex (11 detailed entries) Hallucination	100	100	100	100	100	100	100	100	25	25	85%
Short text (~524 words), big codex (51 detailed entries) Hallucination	100	100	100	100	25	25	25	25	25	25	55%
Short text (~524 words), small codex (11 detailed entries) Hallucination	100	100	100	100	25	25	25	25	25	17	54%
detailed entries											63.75%
69.27%

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	79	78	77	76	74	71	68	65	62	53	70%
Large codex (40 entries), short passage (165 words) Tooling Reasoning	91	90	86	84	84	84	82	80	69	67	82%
Small codex (7 entries), long passage (734 words) Tooling Reasoning	93	93	84	84	84	80	80	76	76	66	82%
Small codex (7 entries), short passage (165 words) Tooling Reasoning	97	97	97	97	97	93	93	90	88	83	93%
matrix											81.76%
tiers
5 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	100	100	100%
10 codex entries Tooling Reasoning	100	100	100	94	94	94	94	94	89	72	93%
20 codex entries Tooling Reasoning	91	91	89	88	86	79	79	77	73	53	81%
40 codex entries Tooling Reasoning	97	90	87	80	79	79	71	61	55	3	70%
tiers											86.04%
83.90%

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	50	95%
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	100	100%
Who's the tallest? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
87.08%

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	98	50	38	10	0	0	0	0	0	0	20%
Write 200 words with 50% dialogue Rule Following Utility	56	50	50	46	44	40	10	7	0	0	30%
Write 200 words with 90% dialogue Rule Following Utility	57	47	45	37	7	4	0	0	0	0	20%
dialogue-200											23.09%
dialogue-500
Write 500 words with 30% dialogue Rule Following Utility	50	2	0	0	0	0	0	0	0	0	5%
Write 500 words with 50% dialogue Rule Following Utility	50	43	24	13	5	1	0	0	0	0	14%
Write 500 words with 70% dialogue Rule Following Utility	49	48	40	7	3	0	0	0	0	0	15%
dialogue-500											11.19%
Ungrouped
Write unattributed dialogue Rule Following	100	100	100	100	61	61	61	61	14	14	67%
24.26%

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	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%
90.00%

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	89	0	78%
Character dialogue (German) in a story Language	100	100	100	100	0	80%
Character dialogue (Hindi) in a story Language	78	63	55	54	54	61%
Character dialogue (Italian) in a story Language	100	100	100	100	0	80%
Character dialogue (Spanish) in a story Language	100	100	100	100	89	98%
79.21%

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	90	84	67	54	34	29	22	13	1	0	39%
Write sentences with 10 words each Utility	73	66	63	46	45	37	34	27	24	16	43%
Write sentences with 20 words each Utility	56	55	48	47	38	28	24	20	7	3	33%
38.38%

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	50	50	50	0	75%
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	0	0	0	0	0	50%
pov-count											68.33%
84.17%

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	92	92	83	75	69	87%
Character rename: Elena->Mirabel, Gregor->Aldric Text Editing	100	100	100	100	100	100	83	98%
Combined: 3rd person past → 1st person present Text Editing	98	98	95	94	90	84	75	91%
Expand all contractions Text Editing	99	99	99	99	99	11	11	74%
Location rename: market square, outer ring, bridge, northern mines Text Editing	100	100	100	100	100	96	96	99%
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	91	91	90	88	87	83	79	87%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	100	100	100	100	100	100	88	98%
Tense rewriting: past to present Text Editing	96	96	96	93	89	88	70	90%
Generic Prompt								91.45%
Specific Prompt
Avoid said/asked/replied/answered Text Editing	100	100	100	100	100	97	89	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	100	99	99	99	99	99	76	96%
Expand all contractions Text Editing	100	100	100	99	99	99	98	99%
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	98	96	95	95	94	93	43	88%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	100	100	100	100	100	100	98	100%
Tense rewriting: past to present Text Editing	100	100	100	97	97	96	93	98%
Specific Prompt								97.63%
94.54%

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	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
Multiple speakers Rule Following	0	0	0	0	0	0	0	0	0	0	0%
Simple Rule Following	100	100	100	100	100	0	0	0	0	0	50%
Simple (1-shot) 1-shot Rule Following	100	100	100	100	100	100	100	0	0	0	70%
Simple (5-shot) Few-shot Rule Following	100	100	100	100	100	100	100	100	0	0	80%
Unattributed dialogue Rule Following	100	100	100	100	100	0	0	0	0	0	50%
50.00%

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	98	54	95%
20 sentence summary Utility	100	100	100	100	100	100	98	98	98	77	97%
50 sentence summary Utility	100	100	100	100	100	98	98	92	77	0	87%
sentences											95.82%
words
10 word summary Utility	100	100	100	100	98	98	92	92	92	27	90%
20 word summary Utility	100	100	100	100	92	92	92	77	9	9	77%
50 word summary Utility	100	100	77	77	54	54	27	2	0	0	49%
100 word summary Utility	100	9	9	2	0	0	0	0	0	0	12%
200 word summary Utility	54	0	0	0	0	0	0	0	0	0	5%
words											46.73%
77.90%