|
--- |
|
{} |
|
--- |
|
language: en |
|
license: cc-by-4.0 |
|
tags: |
|
- text-classification |
|
repo: N.A. |
|
|
|
--- |
|
|
|
# Model Card for llama2-promt-av-binary-lora |
|
|
|
<!-- Provide a quick summary of what the model is/does. --> |
|
|
|
This model is trained as part of the coursework of COMP34812. |
|
|
|
This is a binary classification model that was trained with prompt input to |
|
detect whether two pieces of text were written by the same author. |
|
|
|
|
|
## Model Details |
|
|
|
### Model Description |
|
|
|
<!-- Provide a longer summary of what this model is. --> |
|
|
|
This model is based on a Llama2 model that was fine-tuned |
|
on 30K pairs of texts for authorship verification. The model is fine-tuned with prompt inputs to utilize the model's linguistic knowledge. |
|
To run the model, the demo code is provided in demo.ipynb submitted. |
|
It is advised to use the pre-processing and post-processing functions (provided in demo.ipynb) along with the model for best results. |
|
|
|
- **Developed by:** Hei Chan |
|
- **Language(s):** English |
|
- **Model type:** Supervised |
|
- **Model architecture:** Transformers |
|
- **Finetuned from model [optional]:** meta-llama/Llama-2-7b-hf |
|
|
|
### Model Resources |
|
|
|
<!-- Provide links where applicable. --> |
|
|
|
- **Repository:** https://huggingface.co/meta-llama/Llama-2-7b-hf |
|
- **Paper or documentation:** https://arxiv.org/abs/2307.09288 |
|
|
|
|
|
|
