Fine-Tuned Transformer Pipeline

🎭 Sarcasm Detection System

Evaluated on COVID-19 Twitter context (200K samples) · Fine-Tuned BERT vs BiLSTM

Or try one of these test cases:

Oh wow, yet another lockdown. Absolutely thrilled! 🙄 The COVID-19 vaccine is available at local health clinics. Because apparently 14-hour work days are so rejuvenating. New clinical study confirms transmission mitigation measures.
Analyzing... Confidence: 0%
Genuine (0.0) Sarcastic (1.0)

📊 Model Benchmark & Architecture

Model Architecture Test Accuracy F1-Score ROC-AUC Parameters
BERT-base-uncased (Fine-Tuned) 89.1% 0.891 0.950 109M
DistilBERT Baseline 87.3% 0.874 0.940 66M
BiLSTM + Embeddings 78.8% 0.800 0.870 2M
💻 View GitHub Repository