if you can just get the model to answer the question you actually care about?
LOL your level of optimism is over 9000. Language models are shit, they regularly utter nonsense and have an impressive number of limitations (e.g. no continual learning). A neuro-symbolic system on the other hand can be incrementally improved upon, has continual learning/a memory, and is interpretable.