safetensors mistral roleplay deepseek rp r1 distill en fr base_model:Undi95/MistralThinker-v1.1 base_model:quantized:Undi95/MistralThinker-v1.1 6-bit exl2 region:us
---
base_model: Undi95/MistralThinker-v1.1
language:
- en
- fr
tags:
- roleplay
- deepseek
- rp
- r1
- mistral
- distill
base_model_relation: quantized
quantized_by: FluffyKaeloky
---
# MistralThinker Model Card

Please, read this: https://huggingface.co/Undi95/MistralThinker-v1.1/discussions/1 \
Prefill required for the Assistant: `<think>\n`

## Model Description

**Model Name:** MistralThinker\
**Version:** 1.1\
**Prompt Format:** Mistral-V7

```
[SYSTEM_PROMPT]{system prompt}[/SYSTEM_PROMPT][INST]{user message}[/INST]{assistant response}</s>
```

This model is a specialized variant of **Mistral-Small-24B-Base-2501**, adapted using a **DeepSeek R1** distillation process. It is **primarily designed for roleplay (RP) and storywriting** applications, focusing on character interactions, narrative generation, and creative storytelling. Approximately **40% of the training dataset** consists of roleplay/storywriting/character card data, ensuring rich and contextually immersive outputs in these domains.

## Model Sources

- **Base Model:** [Mistral-Small-24B-Base-2501](https://huggingface.co/mistralai/Mistral-Small-24B-Base-2501)
- **Fine-Tuning Approach:** DeepSeek R1 process (focused on RP)
- **Dataset Size:** The dataset used in training **doubled** since the last version, adding more neutral logs, training the Base model to stick more on my new format.

## Intended Use

- **Primary Use Cases:**
  - **Roleplay (RP):** Engaging with users in fictional or scenario-based interactions.
  - **Storywriting:** Generating narratives, character dialogues, and creative texts.
  - **Character Lore Generation:** Serving as a resource to craft or expand on character backstories and interactions.

- **How To Use:**
  1. **User-First Message:** The first message in any interaction should come from the user, ensuring the model responds in a narrative or roleplay context guided by user input.
  2. **Contextual Information:** User or assistant details can be placed either in the system prompt or the user's first message. A system prompt is **not mandatory**, but any contextual instructions or role descriptions can help set the stage.
  3. **DeepSeek-Style Interaction:** The model can also be used purely as a **DeepSeek distill** without additional system prompts, providing flexible usage for direct storytelling or roleplay scenarios. The model still can be biased toward Roleplay data, and it is expected.

## Training Data

- **DeepSeek R1 Thinking Process:** The model inherits a refined chain-of-thought (thinking process) from DeepSeek R1, which places heavy emphasis on **roleplay** and narrative coherence.
- **Dataset Composition:**
  - 40%: RP/Storywriting/Character Cards
  - 60%: Various curated data for broad language, math, logical, space... understanding
- **Data Scaling:** The dataset size was **doubled** compared to previous iterations, which enhances the model’s creative and contextual capabilities.

## Model Performance

- **Strengths:**
  - **Storytelling & Roleplay:** Rich in creative generation, character portrayal, and scenario building.
  - **Dialogue & Interaction:** Capable of sustaining engaging and context-driven dialogues.
  - **Adaptability:** Can be used with or without a system prompt to match a range of user preferences.

- **Limitations & Bias:**
  - **Hallucination:** It can generate fictitious information in the thinking process, but still end up with a succesfull reply.
  - **Thinking can be dismissed:** Being a distillation of DeepSeek R1 is essence, this model, even trained on Base, could forget to add `<think>\n` in some scenario.

## Ethical Considerations

- Yes

## Usage Recommendations

1. **System Prompt (Optional):**  
   You may provide a high-level system prompt detailing the scenario or the desired style of roleplay and storywriting.  
   _Example: "You are a friendly fantasy innkeeper who greets travelers from distant lands."_

2. **User’s First Message:**  
   - Must clearly state or imply the scenario or context if no system prompt is provided.  
   _Example: "Hello, I’m a wandering knight seeking shelter. Could you share a story about local legends?"_

3. **Roleplay & Storywriting Focus:**  
   - Encourage the model to develop characters, backstories, and immersive dialogues.  
   - For more direct, unfiltered or freeform creativity, skip the system prompt.
   - If you still want to have some "logs" from previous message before starting a conversation, put them in the first user message, or in the system prompt.
   - You can put exemple message of the character you RP with in the system prompt, too.

![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab1241ad514ca8d1430003/496T7tYNPF7FxM0fRvRMX.png)
![image/png](https://cdn-uploads.huggingface.co/production/uploads/63ab1241ad514ca8d1430003/CP3Nb7Jc6J0QQCHokgTJD.png)