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Ministral 3 14B

Parameters

14B

Context Length

256K

Modality

Multimodal

Auxiliary Parameters

400M

Architecture

Dense

KV Cache Rate

160 KB/tok

License

Apache 2.0

Release Date

2 Dec 2025

Knowledge Cutoff

Jun 2025

API Pricing (per 1M)

Input: $0.20 · Output: $0.20

Hardware Sizing

Precision

Context

Workload Memory: 10.27 GB

INT4 · 8K context

Base Weights: 6.52 GB

KV Cache: 1.25 GB

Runtime & Graphs: 2.50 GB

Minimum Required Hardware

1x NVIDIA L4 24GB

10.3 / 21.6 GB usable

1x RTX 3060 12GB

10.3 / 10.8 GB usable

Apple M4 24GB

10.3 / 18.0 GB usable

Determine requirements for your specific workload:

Open in VRAM Calculator

Architecture Diagram

Input TokensToken EmbeddingPosition: AbsoluteHidden: 5.1k · Context: 256K · Vocab: 131.1kx 40 layersRMSNormPre-AttentionMulti-Head Attention32Q / 8KV headsHead dim: 128+RMSNormPre-FFNFeed-Forward NetworkSwiGLUIntermediate: 16.4k+Final RMSNormOutput Logits

Evaluation Benchmarks

Rank

#180

BenchmarkScoreRank

Graduate-Level QA

GPQA

0.712

83

Agentic Index

Artificial Analysis

0.01

113

0.14

141

Intelligence Index

Artificial Analysis

0.06

294

General Knowledge

Reference
MMLU

0.794

20

Rankings

Overall Rank

#180

Coding Rank

#145

About Ministral 3 14B

Ministral 3 14B is a dense multimodal model by Mistral AI engineered via cascade distillation for enterprise edge hardware and private deployments. It delivers advanced reasoning, function calling, and multilingual fluency over a 256K context window.

Technical Specifications

Attention

Attention Structure

Multi-Head Attention

Attention Heads

32

Key-Value Heads

8

Attention Head Dimension

128

Position Embedding

Absolute Position Embedding

RoPE Theta

1,000,000,000

Normalization

RMS Normalization

Activation Function

SwigLU

Dimensions

Auxiliary Parameters

400M

Hidden Dimension Size

5,120

Number of Layers

40

FFN Intermediate Size (Dense)

16,384

Tokenizer

Vocabulary Size

131,072

About Ministral 3

Ministral 3 is a family of efficient edge models with vision capabilities, available in 3B, 8B, and 14B parameter sizes. Designed for edge deployment with multimodal and multilingual support, offering best-in-class performance for resource-constrained environments.


Other Ministral 3 Models