CONTROL PARAMETER FEEDBACK PROTOCOL FOR ADAPTING TO DATA STREAM RESPONSE FEEDBACK

A method and related systems for providing adaptive responses by varying parameters used to select content includes obtaining an accuracy feedback indicator associated with a first generated message and determine an updated context generation component by applying a feedback-based protocol to the first state to set the control parameters to a second state based on the accuracy of the first generated message. Some embodiments may then generate a content sequence using the modified control parameters and use the content sequence as an input context for a second query to a language model.