| --- |
| license: mit |
| datasets: |
| - Lyon28/Caca-Behavior |
| language: |
| - id |
| tags: |
| - retrieval |
| - qa |
| - indonesian |
| - bm25 |
| - tfidf |
| --- |
| # Chatbot Caca - Retrieval-Based QA |
| |
| Chatbot berbasis BM25 + TF-IDF untuk QA Bahasa Indonesia. |
| |
| ## Model Details |
| |
| - **Type:** Retrieval-based QA System |
| - **Size:** 2.69 MB |
| - **Algorithm:** Hybrid BM25 + TF-IDF + Fuzzy Matching |
| - **Dataset:** Caca-Behavior (4.079 QA pairs) |
| - **Language:** Indonesian |
| |
| ## Usage |
| |
| ```python |
| # Install dependencies |
| !pip install rank-bm25 scikit-learn huggingface-hub |
| |
| # Download model |
| from huggingface_hub import hf_hub_download |
| |
| model_path = hf_hub_download( |
| repo_id="Lyon28/Caca-Chatbot", |
| filename="chatbot_caca.pkl" |
| ) |
| |
| # Load model |
| import pickle |
| with open(model_path, 'rb') as f: |
| data = pickle.load(f) |
| |
| print(f"Loaded {len(data['qa_pairs'])} QA pairs!") |
| ``` |
| |
| ## Performance |
| |
| - Query speed: < 10ms |
| - Accuracy: High for paraphrase matching |
| - Memory: ~3MB |
| |
| ## Credits |
| |
| Created by Lyon28 |
