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roberta-large-peft-ia3
APaul1/roberta-large-peft-ia3
roberta-large-peft-ia3 is a machine learning model from APaul1. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers, peft.
This model is a peft version of the roberta-large finetuned on the mrpc task of glue dataset
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Public
Updated Feb 7, 2024
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At a glance
- Library
- transformers, peft
- Access
- Public
- Created
- Feb 5, 2024
- Updated
- Feb 7, 2024
- SHA
- 5d2eaaf1
Datasets
Model card
From the Hugging Face model README
Model Card for Model ID
This model is a peft version of the roberta-large finetuned on the mrpc task of glue dataset
Model Details
Model Description
<!-- Provide a longer summary of what this model is. -->This model is finetuned on the mrpc task of Glue dataset which essentially compares two statements and decides and gets a label as to if they are equivalent or not. Dataset example is shown below
The model was tested on the testing set and gave an accuracy of 86.6% and F1 score of 90%
Similar fine tuning and evaluation can be done on the other tasks of the GLUE dataset by loading the correspodning config files or defining appropriate LORA config uing sample code :
- Developed by: PEFT library example
- Model type: [More Information Needed]
- Language(s) (NLP): [More Information Needed]
- License: [More Information Needed]
- Finetuned from model [optional]: roberta-large
- Library
- transformers, peft
- Created
- Feb 5, 2024
- Updated
- Feb 7, 2024