Lyon28/caca-based-chatbot

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: datasets-caca-3500 (3,500 QA pairs)
• Language: Indonesian

Usage

# 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-based-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