Summary of Theragen: Therapy For Every Generation, by Kartikey Doshi et al.
TheraGen: Therapy for Every Generation
by Kartikey Doshi, Jimit Shah, Narendra Shekokar
First submitted to arxiv on: 12 Sep 2024
Categories
- Main: Computation and Language (cs.CL)
- Secondary: Artificial Intelligence (cs.AI); Human-Computer Interaction (cs.HC)
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| Summary difficulty | Written by | Summary |
|---|---|---|
| High | Paper authors | High Difficulty Summary Read the original abstract here |
| Medium | GrooveSquid.com (original content) | Medium Difficulty Summary TheraGen is an advanced AI-powered mental health chatbot utilizing the LLaMA 2 7B model. It leverages recent advancements in language models and transformer architectures, building upon a large dataset of conversational entries combining anonymized therapy transcripts, online discussions, and psychological literature. The system provides all-day personalized, compassionate mental health care through transfer learning, fine-tuning, and advanced training techniques to optimize performance. TheraGen offers a user-friendly interface for seamless interaction, providing empathetic responses and evidence-based coping strategies. Evaluation results demonstrate high user satisfaction rates, with 94% reporting improved mental well-being. The system achieved a BLEU score of 0.67 and a ROUGE score of 0.62, indicating strong response accuracy. With an average response time of 1395 milliseconds, TheraGen ensures real-time, efficient support. |
| Low | GrooveSquid.com (original content) | Low Difficulty Summary TheraGen is a new AI-powered chatbot that helps people with mental health problems. It uses a big language model to understand what people are saying and respond in a helpful way. The chatbot was trained on lots of conversations from therapists and online discussions about mental health. It can have conversations all day long, providing personalized support and coping strategies. People who used TheraGen reported feeling better about their mental health after talking to it. The chatbot is not meant to replace therapy with a professional, but rather be a helpful tool to get people the help they need. |
Keywords
» Artificial intelligence » Bleu » Fine tuning » Language model » Llama » Rouge » Transfer learning » Transformer
