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