brittlewis12/Mistral-Small-24B-Instruct-2501-reasoning-GGUF

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}}

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• 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
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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