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When my chatbot gives answers based on GPT-4, it sometimes “hallucinates” facts. Are there prompt design techniques or system instructions that help reduce this? Should I use few-shot examples or constrain the output with formatting?
When my chatbot gives answers based on GPT-4, it sometimes “hallucinates” facts. Are there prompt design techniques or system instructions that help reduce this? Should I use few-shot examples or constrain the output with formatting?
Read lessI’m working on a chatbot that needs to recognize multiple values (e.g., destination, date, and number of travelers) in a single user sentence like:« I want to book a flight to Paris next Friday for three people. »Should I use ...Read more
I’m working on a chatbot that needs to recognize multiple values (e.g., destination, date, and number of travelers) in a single user sentence like:
« I want to book a flight to Paris next Friday for three people. »
Should I use a rule-based parser, a pre-trained model like spaCy, or go with a transformer-based approach?
How do I handle ambiguity or missing entities efficiently?
I’m building a chatbot in Node.js and I want to keep my project clean and scalable.Should I use a specific folder structure for intents and handlers?Also, what’s the best way to manage external API calls (like for weather ...Read more
I’m building a chatbot in Node.js and I want to keep my project clean and scalable.
Should I use a specific folder structure for intents and handlers?
Also, what’s the best way to manage external API calls (like for weather or payment processing) inside the bot logic?
Recently heard about Heap which seems pretty cool, but I’m not sure if it would really be valuable, or simply another tool that I need to check. We are not at the point of using HubSpot/Marketo yet so Heap’s free ...Read more
Recently heard about Heap which seems pretty cool, but I’m not sure if it would really be valuable, or simply another tool that I need to check. We are not at the point of using HubSpot/Marketo yet so Heap’s free plan could be a useful stopgap tool.
Do you use Heap? If so, what do you think?
If not, what analytics tool do you use and what are the pros/cons?
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