Persona-specific Chatbot Model

Persona-based Style Transfer for Dialogue

  • Developed a persona-consistent style transfer model that adjusts both content and linguistic style to match the communication patterns of women in their 20s.
  • Implemented a content classifier to detect whether conversation topics align with the target persona domain.
  • Built a style transfer model using:
    • Speech-to-text data extracted from lifestyle and vlog videos of female college students in their 20s
    • Manual and model-assisted cleaning and segmentation into multi-turn conversational form
    • Style adaptation of existing dialogue datasets using persona-conditioned language modeling
  • Developed and deployed a real-time multi-turn dialogue demo.

My Contribution

  • Trained and fine-tuned the persona-conditioned style transfer model
  • Collected and refined training data via speech recognition → error correction → dialogue-format conversion
  • Implemented the real-time multi-turn chatbot demo using Gradio