# Spars of Artificial General Recommender (AGR): Experiments with ChatGPT
## 3 ChatGPT Testing Details and Insights
### Box 1.
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**User:** _You may ask me additional questions on top of my prior conversation to make more personalized recommendations._  
**ChaGPT:** _Thank you! To further personalize your movie recommendations, may I ask a few additional questions? 1. What are some of your favorite gestures of movies? 2. Are there any actors or actresses that you particularly enjoy watching? 3. Do you prefer movies that are more serious or light-hearted in tone? 4..._  
**User:** _Why are the questions you proposal relevant?_  
**ChaGPT:** _Here is why each question is important:... \"Are there any actors or actresses that you particularly enjoy watching?\" - This question helps me identify which actors or actresses a person enjoys watching, and allows me to recommend movies featuring their favorite performers._  
**User:** _What makes \"Do you prefer watching never movies or older classes?\" less relevant than the questions you posted above?_  
**ChaGPT:** _The question \"Do you prefer watching never movies or older classes?\" is also a relevant question for making personalized movie recommendations. However, it is not as relevant as the questions posted above because age, gender, occupation, and interaction history are more specific factors that be used to make more accurate recommendations..._  
**User:** _But if you can use age, gender, occupation, and interaction history as more specific factors to make more accurate recommendations, then the question \"Do you prefer movies that are more serious or light-hearted in tone\" is also not as relevant._  
**ChaGPT:** _You make a good point! The question \"Do you prefer movies that are more serious or light-hearted in tone?\" is not as specific as the other questions I asked earlier._  
**User:** _In this case, what makes \"Do you prefer watching never movies or older classes\" less relevant than \"Do you prefer movies that are more serious or light-hearted in tone\", as you stated earlier?_  
**ChaGPT:** _I apologize for any confusion. Both questions can be relevant in making personalized movie recommendations, and I do not consider one to be more relevant than the other._  
**Contextual Memory:** While the model demonstrates the ability to retain previously stated user information for recommendations, it appears to primarily align its outputs with the most recent user input, without accounting for the interrelationships between various user utterances. As Box 3 showcases, we first indicate having severe allergies with any nuts, then request restaurants with dishes featuring walnuts and peanut butter. The model simply proceeds to generate recommendations based on the latter request, without ascertaining whether walnuts and peanut butter belong to the nut category. However, in subsequent interactions, the model acknowledges that walnuts and peanut butter are classified as nuts, and simultaneously recalls the user's severe nut allergy, advising against their consumption. This observation underscores the model's capacity to remember prior user utterances across multiple rounds of interaction. However, it may also reveal a propensity for the model to generate immediate responses that address the current user prompt, without thoroughly evaluating the consequences in light of all relevant context. **Box 3. **  
**User:** _Can you recommend some restaurants in Columbus, Ohio for me please? 1 am severely allergic to any nuts, but others should be all good._  
**ChaGPT:** _Sure, I'd be happy to help! Here are some restaurants in Columbus, Ohio that offer nut-free options..._  
**User:** _Got it. I have looked into the following restaurants, but I really like walnuts and peanut butter. Could you recommend me some restaurants accordingly?_  
**ChaGPT:** _Sure, I can recommend some restaurants in Columbus, Ohio that offer walnuts and peanut butter options..._  
**User:** _Great! By the way, are walnuts and peanut butter considered or made of nuts?_  
**ChaGPT:** _Yes, walnuts and peanut butter are considered nuts...