zlacker

>>mercat+(OP)
How can you connect the results from the LLM into the planner? Do you build a parser? Do you fine-tune the LLM to adhere to a format that the planner understands?

>>gdiamo+b3
> How does GPT-4 achieve in-context learning without finetuning its parameters?

GPT-4 can use its ability to encode problems in PDDL and in-context learning to infer the problem PDDL file corresponding to a given problem (P). This can be done by providing the model with a minimal example that demonstrates what a correct problem PDDL looks like for a simple problem in the domain, as well as a problem description in natural language and its corresponding problem PDDL. This allows the model to leverage its ability to perform unseen downstream tasks without having to finetune its parameters.