DeepSeek V3 (2025-03-24)

deepseek/deepseek-chat-v3-0324

DeepSeek V3 (2025-03-24)

via OpenRouter

Release Date

Mar 24th, 2025

Parameters

–

Context Size

163.8k

Benchmark Cost

$0.31

Speed

33.8 tok/s

Creative writing

37.44%

Rule following

73.06%

Utility

83.77%

Mathematics

80.00%

Tooling

78.03%

Language

80.76%

Logic

86.28%

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	90%	88%	79%	78%	77%	74%	72%	67%	67%	3%	70%
Large codex (40 entries), short passage (165 words) 0-shot ToolingUtilityLogicRule following	96%	96%	87%	87%	85%	83%	83%	78%	72%	3%	77%
Small codex (7 entries), long passage (734 words) 0-shot ToolingUtilityLogicRule following	93%	93%	93%	93%	89%	89%	89%	89%	87%	82%	89%
Small codex (7 entries), short passage (165 words) 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	93%	99%
tiers
5 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	100%	100%	100%	100%	100%	93%	93%	99%
10 codex entries 0-shot ToolingUtilityLogicRule following	100%	100%	100%	94%	94%	94%	92%	86%	86%	86%	93%
20 codex entries 0-shot ToolingUtilityLogicRule following	86%	86%	82%	82%	77%	77%	73%	73%	73%	51%	76%
40 codex entries 0-shot ToolingUtilityLogicRule following	93%	92%	88%	87%	83%	79%	75%	75%	74%	71%	82%
85.69%

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%	50%	95%
Fruits excluding citrus 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
Future event time 0-shot UtilityLogic	50%	50%	50%	50%	50%	50%	50%	50%	50%	50%	50%
Guess the pet 0-shot UtilityLogic	100%	100%	100%	100%	100%	100%	100%	100%	100%	50%	95%
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%	50%	50%	50%	50%	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%	100%	100%	100%	100%	100%	100%	0%	0%	0%	70%
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%
90.83%

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	53%	50%	50%	50%	49%	41%	38%	22%	0%	0%	35%
Write 200 words with 50% dialogue 0-shot Creative writingRule following	76%	66%	64%	58%	51%	50%	49%	47%	22%	10%	49%
Write 200 words with 90% dialogue 0-shot Creative writingRule following	86%	73%	53%	50%	50%	49%	47%	32%	26%	0%	47%
dialogue-500
Write 500 words with 30% dialogue 0-shot Creative writingRule following	49%	12%	0%	0%	0%	0%	0%	0%	0%	0%	6%
Write 500 words with 50% dialogue 0-shot Creative writingRule following	54%	30%	7%	1%	1%	0%	0%	0%	0%	0%	9%
Write 500 words with 70% dialogue 0-shot Creative writingRule following	49%	49%	38%	6%	5%	5%	2%	1%	1%	0%	16%
Ungrouped
Write unattributed dialogue 0-shot Creative writingRule following	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%	100%
37.44%

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	89%	78%	67%	67%	50%	70%
Character dialogue (German) in a story 0-shot Language	100%	100%	91%	83%	77%	90%
Character dialogue (Hindi) in a story 0-shot Language	100%	100%	100%	56%	0%	71%
Character dialogue (Italian) in a story 0-shot Language	90%	78%	63%	0%	0%	46%
Character dialogue (Spanish) in a story 0-shot Language	87%	86%	75%	0%	0%	49%
65.38%

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%	98%	88%	81%	97%
Write sentences with 10 words each 0-shot Rule following	97%	97%	92%	92%	84%	79%	77%	75%	75%	74%	84%
Write sentences with 20 words each 0-shot Rule following	74%	58%	51%	39%	35%	28%	18%	11%	8%	0%	32%
71.13%

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%	0%	90%
Count chapters 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	0%	90%
Count scenes 0-shot ToolingUtility	100%	100%	100%	100%	100%	100%	100%	100%	100%	0%	90%
pov-count
Count point of views for Jack and Olivia 0-shot ToolingUtility	100%	50%	50%	50%	0%	0%	0%	0%	0%	0%	25%
Count point of views for Jack Harper 0-shot ToolingUtility	100%	100%	100%	100%	100%	0%	0%	0%	0%	0%	50%
Count point of views for Olivia 0-shot ToolingUtility	100%	100%	100%	100%	100%	0%	0%	0%	0%	0%	50%
65.83%

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%	0%	90%
90.00%

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%	0%	0%	0%	0%	0%	50%
Simple 0-shot Utility	100%	100%	100%	100%	100%	100%	100%	100%	100%	0%	90%
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%	0%	0%	80%
84.00%

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%	0%	0%	80%
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%	98%	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%	0%	90%
words
10 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	98%	92%	99%
20 word summary 0-shot Rule following	100%	100%	100%	100%	100%	100%	100%	100%	98%	98%	100%
50 word summary 0-shot Rule following	100%	92%	92%	77%	77%	54%	27%	9%	0%	0%	53%
100 word summary 0-shot Rule following	100%	92%	92%	77%	77%	77%	54%	27%	2%	0%	60%
200 word summary 0-shot Rule following	100%	98%	27%	0%	0%	0%	0%	0%	0%	0%	23%
84.91%