Qwen 3.5 397B A17B

qwen/qwen3.5-397b-a17b

Qwen 3.5 397B A17B

via OpenRouter

Release Date

Feb 15th, 2026

Parameters

–

Context Size

128k

Benchmark Cost

$14.55

Speed

37.9 tok/s

Creative writing

64.35%

Rule following

90.75%

Utility

92.91%

Mathematics

100.00%

Tooling

97.54%

Language

89.79%

Logic

91.44%

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	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
matrix
Large codex, long passage 0-shot ToolingUtilityLogicRule following	97%	96%	95%	95%	93%	93%	93%	91%	91%	90%	93%
Large codex, short passage 0-shot ToolingUtilityLogicRule following	96%	96%	96%	96%	96%	96%	96%	91%	91%	91%	94%
Small codex, long passage 0-shot ToolingUtilityLogicRule following	100%	100%	100%	95%	95%	95%	95%	95%	95%	95%	96%
Small codex, short passage 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	97%	100%
tiers
5 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	91%	99%
10 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
20 codex entries 0-shot ToolingUtilityLogicRule following	96%	92%	92%	92%	92%	92%	88%	88%	85%	3%	82%
40 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	95%	92%	92%	98%
95.38%

Data extraction

Extract key details from a given block of text.

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
All valid emails 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Contextual pronoun 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Fruits excluding citrus 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Future event time 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Guess the pet 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Highest-rated movie 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Indirect birth year 0-shot UtilityMathematicsLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
What instrument does Lucy play? 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
What's the color of the car? 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
What's the correct time? 0-shot UtilityLogic	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Who's the sister? 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Who's the tallest? 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
91.67%

Dialogue tags

Various tasks related to dialogue tags in text.

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
dialogue-200
Write 200 words with 10% dialogue 0-shot Creative writingRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	99%	100%
Write 200 words with 50% dialogue 0-shot Creative writingRule following	100%	100%	100%	100%	100%	100%	100%	100%	99%	87%	99%
Write 200 words with 90% dialogue 0-shot Creative writingRule following	100%	100%	100%	98%	95%	90%	83%	83%	50%	50%	85%
dialogue-500
Write 500 words with 30% dialogue 0-shot Creative writingRule following	98%	96%	50%	48%	17%	15%	7%	3%	0%	0%	33%
Write 500 words with 50% dialogue 0-shot Creative writingRule following	82%	76%	62%	47%	0%	0%	0%	0%	0%	0%	27%
Write 500 words with 70% dialogue 0-shot Creative writingRule following	89%	47%	7%	4%	1%	0%	0%	0%	0%	0%	15%
Ungrouped
Write unattributed dialogue 0-shot Creative writingRule following	100%	100%	100%	100%	100%	100%	100%	100%	61%	61%	92%
64.35%

Language Comprehension

Does the model understand more than just English?

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Total
Asking for directions (Dutch) 0-shot Language	100%	100%	100%	100%	100%	100%
Asking for directions (German) 0-shot Language	100%	100%	100%	100%	100%	100%
Friend got new kittens (German) 0-shot Language	100%	100%	100%	100%	100%	100%
Friend got new kittens (Tagalog) 0-shot Language	100%	100%	100%	100%	100%	100%
100.00%

Language Writing

Can the model generate text in different languages?

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Total
Character dialogue (French) in a story 0-shot Language	88%	86%	78%	71%	71%	79%
Character dialogue (German) in a story 0-shot Language	96%	95%	95%	94%	91%	94%
Character dialogue (Hindi) in a story 0-shot Language	53%	50%	50%	50%	47%	50%
Character dialogue (Italian) in a story 0-shot Language	100%	100%	92%	91%	88%	94%
Character dialogue (Spanish) in a story 0-shot Language	100%	96%	94%	94%	69%	91%
81.62%

N-Length Sentences

Write sentences with exactly N words

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Write sentences with 5 words each 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Write sentences with 10 words each 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Write sentences with 20 words each 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
100.00%

Novel outline

Handle questions about the outline of a novel in various formats

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
outline-count
Count acts 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Count chapters 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Count scenes 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
pov-count
Count point of views for Jack and Olivia 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Count point of views for Jack Harper 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Count point of views for Olivia 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
100.00%

Tool usage within Novelcrafter

Output messages that are related to tool usage within Novelcrafter

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Create alternate prose sections 0-shot ToolingUtility	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	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
Multiple speakers 0-shot Utility	100%	100%	100%	100%	100%	100%	0%	0%	0%	0%	60%
Simple 0-shot Utility	100%	100%	100%	100%	100%	0%	0%	0%	0%	0%	50%
Simple (1-shot) 1-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Simple (5-shot) Few-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Unattributed dialogue 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
82.00%

Write N of X

Write exactly N words/sentences/paragraphs...

Scenario	Run 1	Run 2	Run 3	Run 4	Run 5	Run 6	Run 7	Run 8	Run 9	Run 10	Total
paragraphs
1 paragraph summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
3 paragraph summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
5 paragraph summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
sentences
1 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
3 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
10 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
20 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
50 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
words
10 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
20 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
50 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
100 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
200 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	98%	98%	100%
99.97%