DeepSeek V3.2 - NC Bench

deepseek/deepseek-v3.2

DeepSeek V3.2

via OpenRouter

Release Date

Dec 1st, 2025

Parameters

–

Context Size

163.8k

Benchmark Cost

$0.28

Speed

26.5 tok/s

Creative writing

34.49%

Rule following

68.65%

Utility

81.10%

Mathematics

80.00%

Tooling

85.69%

Language

82.12%

Logic

85.33%

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 (40 entries), long passage (1,019 words) 0-shot ToolingUtilityLogicRule following	93%	85%	82%	82%	79%	78%	77%	76%	76%	74%	80%
Large codex (40 entries), short passage (165 words) 0-shot ToolingUtilityLogicRule following	98%	92%	91%	87%	87%	85%	85%	81%	80%	56%	84%
Small codex (7 entries), long passage (734 words) 0-shot ToolingUtilityLogicRule following	96%	93%	87%	87%	82%	82%	78%	78%	77%	72%	83%
Small codex (7 entries), short passage (165 words) 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	97%	93%	92%	98%
tiers
5 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	91%	91%	91%	91%	91%	96%
10 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	92%	92%	92%	92%	79%	72%	58%	88%
20 codex entries 0-shot ToolingUtilityLogicRule following	100%	97%	97%	97%	85%	85%	85%	81%	81%	77%	89%
40 codex entries 0-shot ToolingUtilityLogicRule following	95%	93%	93%	92%	92%	88%	84%	80%	79%	79%	88%
88.16%

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%	50%	50%	50%	50%	50%	50%	70%
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%	0%	0%	80%
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	100%	0%	0%	0%	0%	0%	0%	0%	0%	0%	10%
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%
88.33%

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	99%	92%	50%	50%	48%	48%	38%	22%	1%	0%	45%
Write 200 words with 50% dialogue 0-shot Creative writingRule following	48%	43%	41%	41%	26%	22%	18%	14%	10%	5%	27%
Write 200 words with 90% dialogue 0-shot Creative writingRule following	100%	100%	99%	98%	96%	81%	72%	49%	18%	18%	73%
dialogue-500
Write 500 words with 30% dialogue 0-shot Creative writingRule following	43%	0%	0%	0%	0%	0%	0%	0%	0%	0%	4%
Write 500 words with 50% dialogue 0-shot Creative writingRule following	1%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
Write 500 words with 70% dialogue 0-shot Creative writingRule following	16%	6%	2%	1%	1%	1%	0%	0%	0%	0%	3%
Ungrouped
Write unattributed dialogue 0-shot Creative writingRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	0%	90%
34.49%

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%	0%	0%	0%	0%	20%
Friend got new kittens (Tagalog) 0-shot Language	100%	100%	100%	100%	100%	100%
80.00%

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	93%	92%	92%	90%	89%	91%
Character dialogue (German) in a story 0-shot Language	100%	100%	100%	100%	83%	97%
Character dialogue (Hindi) in a story 0-shot Language	100%	100%	58%	0%	0%	52%
Character dialogue (Italian) in a story 0-shot Language	100%	90%	88%	86%	83%	89%
Character dialogue (Spanish) in a story 0-shot Language	100%	100%	91%	90%	70%	90%
83.82%

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%	99%	88%	87%	78%	78%	93%
Write sentences with 10 words each 0-shot Rule following	100%	100%	97%	97%	92%	92%	90%	90%	75%	59%	89%
Write sentences with 20 words each 0-shot Rule following	1%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
60.80%

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%	0%	0%	0%	70%
pov-count
Count point of views for Jack and Olivia 0-shot ToolingUtility	100%	100%	100%	50%	50%	0%	0%	0%	0%	0%	40%
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%	0%	0%	0%	70%
80.00%

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%	100%	100%	0%	0%	80%
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%	0%	0%	0%	0%	0%	50%
Simple (5-shot) Few-shot Utility	100%	100%	100%	100%	100%	100%	100%	0%	0%	0%	70%
Unattributed dialogue 0-shot Utility	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%	0%
50.00%

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%	98%	77%	2%	88%
50 sentence summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	27%	0%	0%	73%
words
10 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	98%	98%	98%	92%	99%
20 word summary 0-shot Rule following	100%	98%	98%	92%	54%	27%	2%	2%	0%	0%	47%
50 word summary 0-shot Rule following	100%	100%	92%	77%	27%	27%	27%	9%	9%	0%	47%
100 word summary 0-shot Rule following	98%	92%	77%	2%	0%	0%	0%	0%	0%	0%	27%
200 word summary 0-shot Rule following	100%	77%	9%	0%	0%	0%	0%	0%	0%	0%	19%
76.85%