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README.md
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metrics:
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- accuracy
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- f1
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---
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# ModernBERT IMDb Sentiment Analysis Model
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### Model Citation
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- **Citation**: voxmenthe/modernbert-imdb-sentiment
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metrics:
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- accuracy
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- f1
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title: IMDb Sentiment Analyzer
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emoji: 🤗
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colorFrom: blue
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colorTo: green
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sdk: gradio
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sdk_version: "4.26.0" # Verify this matches your Gradio version in requirements.txt
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app_file: app.py
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pinned: false
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hf_oauth: false
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disable_embedding: false
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---
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# ModernBERT IMDb Sentiment Analysis Model
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### Model Citation
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- **Citation**: voxmenthe/modernbert-imdb-sentiment
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## IMDb Sentiment Analyzer - Gradio App
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This repository contains a Gradio application for sentiment analysis of IMDb movie reviews.
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It uses a fine-tuned ModernBERT model hosted on Hugging Face.
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**Space Link:** [voxmenthe/imdb-sentiment-demo](https://huggingface.co/spaces/voxmenthe/imdb-sentiment-demo)
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**Model Link:** [voxmenthe/modernbert-imdb-sentiment](https://huggingface.co/voxmenthe/modernbert-imdb-sentiment)
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## Features
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* **Text Input**: Analyze custom movie review text.
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* **Random IMDb Sample**: Load a random review from the IMDb test dataset.
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* **Sentiment Prediction**: Classifies sentiment as Positive or Negative.
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* **True Label Display**: Shows the actual IMDb label for loaded samples.
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## Setup & Running Locally
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1. **Clone the repository (or your Space repository):**
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```bash
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git clone https://huggingface.co/spaces/voxmenthe/imdb-sentiment-demo
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cd imdb-sentiment-demo
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```
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2. **Install dependencies:**
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Ensure you have Python 3.11+ installed.
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```bash
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pip install -r requirements.txt
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```
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3. **Run the application:**
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```bash
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python app.py
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```
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The application will be available at `http://127.0.0.1:7860`.
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## Model Information
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The sentiment analysis model is a `ModernBERT` architecture fine-tuned on the IMDb dataset. The specific checkpoint used is `mean_epoch5_0.9575acc_0.9575f1.pt` before being uploaded to `voxmenthe/modernbert-imdb-sentiment`.
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