Example Concept: To enhance entity extraction, start by expanding and diversifying your training dataset with examples that include various phrasings and synonyms for each entity. Additionally, consider using pre-trained models like BERT or GPT, which can be fine-tuned for your specific domain. Implementing context-aware mechanisms, such as using previous conversation history, can also help in accurately identifying entities based on the conversation flow.