**Practical Solutions for Personalized Language Generation** **Personalization Made Easy** Traditional methods often require a lot of fine-tuning for each user. Our approach integrates the user's unique style into language models without the need for extensive retraining. **Introducing PPlug Model** Our PPlug model boosts personalization by creating user-specific embeddings from past interactions. This leads to customized outputs without needing to adjust the model's parameters. **Advancements in Personalized Language Models** We're at the forefront with PPlug, efficiently capturing user behaviors for precise personalization, surpassing other methods. **Efficiency and Performance** PPlug excels, showing performance boosts from 1.4% to 35.8% in personalization tasks. It offers a plug-and-play system with comprehensive user preference representation. **Key Features** PPlug uses user-specific embeddings from past behaviors to enhance language models, ensuring unique outputs. By considering all user histories, it delivers top-notch performance. **Benefits of PPlug** Outperforming current methods, PPlug tailors outputs without extensive fine-tuning. Its lightweight, plug-and-play design makes it a practical choice for personalized language generation. For more information and consultation, reach out to our AI Lab on Telegram @itinai or follow us on Twitter @itinaicom.
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