Update README.md

README.md

@@ -8,6 +8,39 @@ sdk_version: 5.25.2
 app_file: app.py
 pinned: false
 license: mit
+short_description: 'SEMA: Analyze sentence similarity, sentiment, and more'
 ---
+# 🧪 SEMA: Semantic Evaluation & Matching Analyzer
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+SEMA is an interactive Gradio-powered NLP tool for analyzing semantic similarity, paraphrasing, sentiment, and linguistic features between two sentences.
+
+## 🚀 Features
+
+- ✅ Sentence similarity scoring (BERT/SBERT models)
+- 📊 Visual similarity charts (Bar, Gauge, Heatmap)
+- 🔄 Paraphrase detection and generation
+- 💬 Sentiment analysis (transformers-based)
+- 🧠 Named Entity Recognition (NER)
+- 🧾 POS tagging with visual distribution (Pie chart)
+- 📚 Text statistics: word counts, overlap, character counts
+
+## 🔧 Models Used
+
+- Sentence Transformers:
+  - `all-MiniLM-L6-v2`
+  - `paraphrase-MiniLM-L3-v2`
+  - `paraphrase-multilingual-MiniLM-L12-v2`
+  - `distilbert-base-nli-mean-tokens`
+- Paraphraser: `ramsrigouthamg/t5_paraphraser`
+- Sentiment: Hugging Face sentiment-analysis pipeline
+- NER/POS: spaCy (`en_core_web_trf`)
+
+## 🛠️ Setup
+
+```bash
+git clone https://github.com/adityasync/SEMA.git
+cd SEMA
+pip install -r requirements.txt
+python app.py
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference