| --- |
| license: apache-2.0 |
| datasets: |
| - pratikkalamkar/UnBalanced_Hollywood_Movies_Scripts_Age_Rating_Dataset_1142 |
| language: |
| - en |
| pipeline_tag: text-classification |
| library_name: keras |
| metrics: |
| - accuracy |
| - precision |
| - recall |
| - f1 |
| - mae |
| tags: |
| - movie-certification |
| - movie-scripts |
| - screenplay |
| - mpaa-rating |
| - age-rating |
| - ordinal-classification |
| - tf-idf |
| - mlp |
| - explainable-ai |
| - english |
| - ieee-gcat-2025 |
| --- |
| |
| # TF-IDF + Multi-Layer Perceptron for MPAA Age Rating Prediction |
|
|
| This repository contains a **TF-IDF + Multi-Layer Perceptron (MLP)** model trained on the **Unbalanced Hollywood Movie Scripts Age Rating Dataset (1,142 scripts)** for automated **MPAA age rating prediction** from full-length English movie scripts. |
|
|
| The model was developed as part of the following publication: |
|
|
| > **Hierarchical Ordinal Framework for Automated Movie Censorship Using Full-Length Scripts** |
|
|
| ## Dataset |
|
|
| - **Unbalanced Hollywood Movie Scripts Age Rating Dataset (1,142)** |
| - 1,142 English movie scripts |
| - Five MPAA age rating categories: |
| - G |
| - PG |
| - PG-13 |
| - R |
| - NC-17 |
|
|
| Dataset: |
| https://huggingface.co/datasets/pratikkalamkar/UnBalanced_Hollywood_Movies_Scripts_Age_Rating_Dataset_1142 |
| |
| ## Task |
| |
| Predict the appropriate MPAA age rating for a complete English movie script using TF-IDF features and a Multi-Layer Perceptron classifier. |
| |
| ## Citation |
| |
| If you use this model in your research, please cite: |
| |
| ```bibtex |
| @inproceedings{kalamkar2025hierarchical, |
| author = {Pratik N. Kalamkar and Yogesh K. Sharma}, |
| title = {Hierarchical Ordinal Framework for Automated Movie Censorship Using Full-Length Scripts}, |
| booktitle = {2025 IEEE 6th Global Conference for Advancement in Technology (GCAT)}, |
| year = {2025}, |
| pages = {1--7}, |
| doi = {10.1109/GCAT66372.2025.11368510} |
| } |
| ``` |
| |
| or |
| |
| P. N. Kalamkar and Y. K. Sharma, "Hierarchical Ordinal Framework for Automated Movie Censorship Using Full-Length Scripts," 2025 IEEE 6th Global Conference for Advancement in Technology (GCAT), Bangalore, India, 2025, pp. 1-7, doi: 10.1109/GCAT66372.2025.11368510. |
| |
| ## License |
| |
| Apache License 2.0 |
