Instructions to use brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

Use Docker

docker model run hf.co/brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

Ollama
How to use brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF with Ollama:
```
ollama run hf.co/brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF with Docker Model Runner:
```
docker model run hf.co/brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M
```

Lemonade

How to use brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Mistral-Small-24B-Instruct-2501-reasoning-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

Mistral Small Reasoning GGUF

Original model: Mistral-Small-24B-Instruct-2501-reasoning

Model creator: yentinglin

This model is a fine-tuned version of mistralai/Mistral-Small-24B-Instruct-2501, specifically optimized for mathematical reasoning tasks. It has been fine-tuned on datasets including OpenR1-Math-220k, and s1K-1.1, aiming to enhance its reasoning capabilities.

This repo contains GGUF format model files for Yen-Ting Lin’s Mistral Small Reasoning.

What is GGUF?

GGUF is a file format for representing AI models. It is the third version of the format, introduced by the llama.cpp team on August 21st 2023.

Converted with llama.cpp build 4735 (revision 73e2ed3), using autogguf-rs.

Prompt template: Mistral Instruct (New)


[SYSTEM_PROMPT]{{system_message}}[/SYSTEM_PROMPT]

[INST]{{prompt}}[/INST]
{{assistant_message}}

Download & run with cnvrs on iPhone, iPad, and Mac!

cnvrs is the best app for private, local AI on your device:

create & save Characters with custom system prompts & temperature settings
download and experiment with any GGUF model you can find on HuggingFace!
- or, use an API key with the chat completions-compatible model provider of your choice -- ChatGPT, Claude, Gemini, DeepSeek, & more!
make it your own with custom Theme colors
powered by Metal ⚡️ & Llama.cpp, with haptics during response streaming!
try it out yourself today, on Testflight!
- if you already have the app, download Mistral Small Reasoning now!
- cnvrsai:///models/search/hf?id=brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF
follow cnvrs on twitter to stay up to date

Original Model Evaluation

The evaluation code is available at Hugging Face Open-R1. Note that I have updated the AIME 25 dataset to the full set, available at AIME 2025.

Our results below are averaged over multiple runs. See our eval details here.

Pass@1	# Params	MATH-500	AIME 2025	AIME 2024	GPQA Diamond
Mistral-24B-Reasoning (Ours)	24B	95.0	53.33	66.67	62.02
Mistral-24B-Instruct	24B	70.6	-	-	45.3
s1.1-32B	32B	93.2	40.0	56.7	61.62
LIMO	32B	94.8	36.67	57.1	59.09
DeepSeek-R1-Distill-Llama-70B	70B	94.5	46.67	70.0	65.2
DeepSeek-R1-Distill-Qwen-32B	32B	94.3	60.0	72.6	62.1
DeepSeek-R1	671B	97.3	70.0	72.6	71.5
o1	-	96.4	79.0	-	75.7
o3-mini (high)	-	97.9	86.5	-	77.2
o3-mini (medium)	-	97.3	76.5	-	74.9

Downloads last month: 1,329

GGUF

Model size

24B params

Architecture

llama

Hardware compatibility

1-bit

2-bit

3-bit

4-bit

5-bit

6-bit

8-bit

16-bit

Model tree for brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF

Base model

mistralai/Mistral-Small-24B-Base-2501

Finetuned

mistralai/Mistral-Small-24B-Instruct-2501

Finetuned

yentinglin/Mistral-Small-24B-Instruct-2501-reasoning

Quantized

(13)

this model

brittlewis12
/

Mistral-Small-24B-Instruct-2501-reasoning-GGUF