Adding a Return Format Checker Chain #2470
Closed
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Problem:
LLMs can be given a scenario and be asked to make a decision based on the provided facts. This is especially helpful in agent based simulations where LLMs can simulate individual agents. To be able to use LLMs in these use cases, it's critical that they provide response actions that are not only valid, but formatted correctly. Given the large context window of these scenarios, it's often the case that the LLM provides an invalid or incorrectly formatted decision.
Solution:
This chain helps format and validate actions that LLMs provide in response to situations. It does so by breaking up the prompting into multiple stages
It's been pretty useful in making sure that the agents in these ABSs are producing good feedback without having to resort to writing more deterministic return format validators or try-except blocks.