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---
license: apache-2.0
tags:
- mistral
- Uncensored
- text-generation-inference
- transformers
- unsloth
- trl
- roleplay
- conversational
- rp
datasets:
- N-Bot-Int/Iris-Uncensored-R2
- N-Bot-Int/Millie-R1_DPO
- N-Bot-Int/Millia-R1_DPO
language:
- en
base_model:
- unsloth/mistral-7b-instruct-v0.3-bnb-4bit
pipeline_tag: text-generation
library_name: transformers
metrics:
- character
---
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/kR8JIdSZl9x9RCUeqg1ZW.png)
# Official Quants are Uploaded By Us
  - [MistThena7BV2-GGUF](https://huggingface.co/N-Bot-Int/MistThena7BV2-GGUF)

# Support us on Ko-Fi!
  - [![ko-fi](https://ko-fi.com/img/githubbutton_sm.svg)](https://ko-fi.com/J3J61D8NHV)

# MistThena7B - V2.
- Introducing our Mindboggling MistThena7B **V2**, This Version Offer an Upgraded RP experience, beyond Other AI model
  We've made, Outcompetting our 3B, 1B, MythoMax, Deepseek and Hermes for Roleplaying!

- **MistThena7B-V2** Offer an expanded Roleplay capabilities, using our EmojiEmulsifyer Program to Train MistThena7B
  To Use Emojis, expanding the Roleplaying Immersiveness and Actionsets MistThena7B can do!

- Activate MistThena's Expanded Actions, by mirroring it(ie using Emoji on your own prompts), to ensure MistThena's
  Use of Emoji or Actions!

- MistThena7B-V2 is also trained on 160K Examples from our Latest Corpus **IRIS_UNCENSORED_R2**!, This shows that
  Iris_Uncensored_R2 shows huge potential to produce good outputs, and reveals MistThena7B's Good Roleplaying capabilities,
  Which were obtained through High and rigorous training, combined with Preventive measure to overfitting

- MistThena7B contains more Fine-tuned Dataset so please Report any issues found through our email
  [nexus.networkinteractives@gmail.com](mailto:nexus.networkinteractives@gmail.com)
  about any overfitting, or improvements for the future Model **V3**,
  Once again feel free to Modify the LORA to your likings, However please consider Adding this Page
  for credits and if you'll increase its **Dataset**, then please handle it with care and ethical considerations
  
- MistThena is
  - **Developed by:** N-Bot-Int
  - **License:** apache-2.0
  - **Finetuned from model:** unsloth/mistral-7b-instruct-v0.3-bnb-4bit
  - **Sequential Trained from Model:** N-Bot-Int/OpenElla3-Llama3.2A
  - **Dataset Combined Using:** Mosher-R1(Propietary Software)

- Comparison Metric Score
    ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/UV2z1eygZ38Pa710Bjbf3.png)
    - Metrics Made By **ItsMeDevRoland**
      Which compares:
        - **MistThena7B-V1**
        - **MistThena7B-V2 : 60 STEP VERSION**
      Which are All Ranked with the Same Prompt, Same Temperature, Same Hardware(Google Colab),
      To Properly Showcase the differences and strength of the Models

---
# ๐ŸŒ€ MistThema-7B V2: Slower Beats, Stronger Bonds โ€” A Roleplay Revival  
> "She may not win the speed race, but when it comes to presence and performance โ€” she owns the stage."  
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/d27tdTbSyTopKL5pAn_bA.png)
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/-IxmfIDUJkkNPhYNDl8xB.png)
---

# MistThema-7B V2 isnโ€™t just an upgrade โ€” sheโ€™s a reinvention. Built on V1โ€™s storytelling roots, V2 shifts her focus inward: 
  - **longer scenes, deeper characters, and dialogue that breathes.**
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/24kHzq3gksyL2Of0RuwgI.png)
- ๐Ÿ’ฌ **Roleplay Evaluation**
  - โœ๏ธ **Length Score**: 0.34 โ†’ **1.00** (๐Ÿš€)
  - ๐Ÿง  **Character Consistency**: 0.20 โ†’ **0.53**
  - ๐ŸŒŒ **Immersion**: 0.00 โ†’ **0.47**
  - ๐ŸŽญ **Overall RP Score**: 0.17 โ†’ **0.67**
> She no longer just responds โ€” she *inhabits*. MistThema-7B V2 is the method actor of models, channeling roles with vivid coherence and creative depth.

---

# โš™๏ธ The Cost of Craft: Time for Thought  
- ๐Ÿ•’ **Inference Time**: 114s โ†’ **179s** (โ†‘)
- โšก **Tokens/sec**: 1.51 โ†’ **1.28** (โ†“)
> Yes, sheโ€™s slower โ€” but thatโ€™s not a bug. Thatโ€™s intention. Every word is more considered, every output more deliberate.

---

# ๐Ÿ“ Traditional Metrics? A Trade-off
- ๐Ÿ“˜ **BLEU Score**: 0.43 โ†’ **0.18**
- ๐Ÿ“• **ROUGE-L**: 0.60 โ†’ **0.32**
> While V1 outperforms on surface-level matching, V2 is optimized for *experiential fidelity*, not rigid overlap.

---

# ๐ŸŽฏ Reimagined for Realness
  MistThema-7B V2 isnโ€™t trying to mimic โ€” sheโ€™s trying to *immerse*. Designed to tell stories, embody roles, and hold character in long-form exchanges.  
  - ๐Ÿงฉ Tailored for:
    - Narrative-heavy use cases
    - Emotional continuity and consistency
    - Richer, longer interactions

---

> โ€œMistThema-7B V2 trades benchmarks for believability. Less about matching โ€” more about meaning. Less polished โ€” more *present*.โ€  
# MistThema-7B V2 is where slower feels *stronger*.  
--- 

- # Notice
  - **For a Good Experience, Please use**
    - ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/Md874IFaDkTJdykqpn-Jo.png)
    - {FOR KOBOLDCPP USERS, PLEASE USE COHERENT CREATIVITY LEGACY}
    - TL:DR I'm still looking for ways to improve a good settings, if you have any good settings, feel free to put them
      in the community! i'll credit ya out!



- # Detail card:
  - Parameter
    - 7 Billion Parameters
    - (Please visit your GPU Vendor if you can Run 7B models)

  - Training
    - 250 Steps
      - N-Bot-Int/Iris_Uncensored_R2
    - 60 Steps
      - N-Bot-Int/Millie_DPO

  - Finetuning tool:
   - Unsloth AI
     - This mistral model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
    [<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
   - Fine-tuned Using:
    - Google Colab