README.md

---
license: gemma
datasets:
- WasamiKirua/gemma-samantha-neon
- WasamiKirua/gemma-samantha-deepseek
- WasamiKirua/Human-Like-DPO-ita
language:
- it
- en
base_model:
- WasamiKirua/Gemma2b-v1.0-sft
library_name: transformers
tags:
- companionship
- psycology
- eq
- philosophy
- dpo
---

<img src="https://i.postimg.cc/T2t1v042/temp-Image1-Mnnn-S.avif" alt="cover" border="0" width="768px" height="1024px">

## Model Overview

**Samanta-NewGenesis-Gemma2B-DPO** is an advanced conversational AI model fine-tuned specifically for the Italian language. Built on a **2B parameter** foundation, this model is designed to engage in multi-turn dialogues with a strong emphasis on **emotional intelligence (EQ), philosophical reasoning, and psychological depth**.

This iteration improves upon its predecessor, **Samanta**, by integrating carefully curated datasets from song lyrics, movie scripts, and philosophical discussions. The goal is to **enhance the model’s ability to understand and respond with nuanced emotional and sentimental depth**.

## Training Process

Samanta-NewGenesis-Gemma2B-DPO has undergone a multi-stage training process to refine its reasoning and interaction capabilities:

1. **Supervised Fine-Tuning (SFT):**
   - The base model was fine-tuned using a crafted **Italian multi-turn dataset** focused on **philosophical, psychological, and emotional intelligence topics**.
   
2. **Direct Preference Optimization (DPO):**
   - To enhance **human-like response generation**, **reduce refusals**, and improve alignment, DPO was applied post-SFT, refining the model’s conversational dynamics.
   
3. **Expanded Knowledge Base:**
   - The model was further trained on selected **song lyrics** and **movie scripts**, reinforcing its ability to process and generate **emotionally rich** and **contextually appropriate** responses.
   
4. **NSFW Awareness (Optional):**
   - While primarily designed for EQ and companionship, the model has also been **exposed to NSFW content**. If explicitly instructed, it can generate responses within that domain. However, its core training remains focused on fostering **empathetic and meaningful interactions**, rather than being a **"waifu AI."**

## Model Limitations

- **Size Constraints:** At **2B parameters**, the model may exhibit **some limitations in Italian text generation accuracy and coherence**, particularly in highly technical or intricate linguistic structures.
- **Bias and Safety:** While trained with safety measures in place, responses may still reflect biases present in the dataset.
- **Knowledge Cutoff:** The model’s knowledge is limited to the data it was trained on and may not reflect the most current events or emerging topics.

## Intended Use

Samanta-NewGenesis is best suited for:
- Conversational AI applications requiring **deep emotional engagement and companionship**.
- **Philosophical and psychological discussions**, where nuanced reasoning is needed.
- Assisting in creative writing, dialogue generation, and **empathetic AI interactions**.

## Ethical Considerations

This model is **not designed for factual accuracy** or for use in **high-stakes decision-making**. Users should be mindful of its limitations and employ human oversight when utilizing responses in critical contexts.

---

**Samanta-NewGenesis-Gemma2B-DPO** represents a leap forward in AI-driven emotional intelligence and companionship. While not flawless, it aims to provide rich, meaningful interactions in the Italian language, blending reasoning, sentiment, and depth into its conversational style.