README.md

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library_name: transformers
tags: []
---

# Model Card for LLaMAdelic

<!-- Summary of model purpose and objective -->
The LLaMAdelic model was fine-tuned to generate conversations with personality-specific adaptations based on the Big 5 personality traits: Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism. The model was trained on conversational data, specifically designed to enhance its capacity for personality-driven dialogue. Detailed information about the dataset will be updated soon.

## Model Details
Will be updated soon

### Model Description

This is the model card for the fine-tuned LLaMAdelic model on the 🤗 Hub.

- **Developed by:** Will be updated soon
- **Funded by [optional]:** Will be updated soon
- **Shared by [optional]:** Will be updated soon
- **Model type:** Fine-tuned LLaMA 3 8B Instruct
- **Language(s) (NLP):** English
- **License:** Will be updated soon
- **Finetuned from model:** [LLaMA 3 8B Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct)

### Model Sources

- **Repository:** Will be updated soon
- **Paper [optional]:** Will be updated soon
- **Demo [optional]:** Will be updated soon

## Uses

### Direct Use
Will be updated soon

### Downstream Use
Will be updated soon

### Out-of-Scope Use
Will be updated soon

## Bias, Risks, and Limitations
Will be updated soon

### Recommendations
Users (both direct and downstream) should be aware of potential biases and limitations. Further recommendations will be updated soon.

## How to Get Started with the Model
Will be updated soon

## Training Details

### Training Data
Will be updated soon

### Training Procedure

#### Preprocessing
Will be updated soon

#### Training Hyperparameters
Will be updated soon

#### Speeds, Sizes, Times
Will be updated soon

## Evaluation

### Testing Data, Factors & Metrics

#### Testing Data
Will be updated soon

#### Factors
Will be updated soon

#### Metrics
Will be updated soon

### Results

The results from the [EleutherAI/lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) for OCEAN personality benchmarks show notable improvements in personality-specific scores for the LLaMAdelic model over the zeroshot pre-trained LLaMA 8B instruct model. Detailed evaluation results are below:

| Model            | Description                        | Openness | Conscientiousness | Extraversion | Agreeableness | Neuroticism | Avg  |
|------------------|------------------------------------|----------|-------------------|--------------|---------------|-------------|------|
| LLaMA 8B ins     | Zeroshot                           | 0.8760   |       0.7620      |    0.7170    |    0.9500     |    0.5220   |0.7654|
| LLaMAdelic       | Finetuned on Conversational Data   | 0.9150   |       0.7840      |    0.6680    |    0.9440     |    0.7040   |0.8030|

## Model Examination
Will be updated soon

## Environmental Impact
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## Technical Specifications

### Model Architecture and Objective
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### Compute Infrastructure
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#### Hardware
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#### Software
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## Citation
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## Glossary
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## More Information
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## Model Card Authors
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## Model Card Contact
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