Text Generation Interface System

A system including a communication interface and one or more processors, the system configured to perform a method for generating prompts for input to a large language model for generating a response message, the method comprising:

• receiving a request from a client machine to generate a novel text portion providing a written response to factual assertions in an input document;
• determining via a processor a first text generation prompt by replacing a first fillable portion of a first text generation prompt template with input text from the input document, the first text generation prompt template including a first natural language instruction to identify factual assertions in the input text;
• identifying one or more factual assertions in the input text by completing the first text generation prompt by executing the first natural language instruction via a large language model;
• receiving user input including one or more response instructions indicating whether to admit or deny the one or more factual assertions;
• determining via the processor a second text generation prompt including a second natural language instruction to generate a written response to the one or more factual assertions, the second text generation prompt indicating whether to admit or deny the one or more factual assertions based on the one or more response instructions;
• determining the response message by completing the second text generation prompt by executing the second natural language instruction via the large language model;
• and
• transmitting the response message to the client machine, the response message including natural language text admitting or denying the one or more factual assertions.

One or more non-transitory computer readable media having instructions stored thereon for performing a method of generating a response message, the method comprising:

• receiving a request from a client machine to generate a novel text portion providing a written response to factual assertions in an input document;
• determining via a processor a first text generation prompt by replacing a first fillable portion of a first text generation prompt template with input text from the input document, the first text generation prompt template including a first natural language instruction to identify factual assertions in the input text;
• identifying one or more factual assertions in the input text by completing the first text generation prompt by executing the first natural language instruction via a large language model;
• receiving user input including one or more response instructions indicating whether to admit or deny the one or more factual assertions;
• determining via the processor a second text generation prompt including a second natural language instruction to generate a written response to the one or more factual assertions, the second text generation prompt indicating whether to admit or deny the one or more factual assertions based on the one or more response instructions;
• determining the response message by completing the second text generation prompt by executing the second natural language instruction via the large language model;
• and
• transmitting the response message to the client machine, the response message including natural language text admitting or denying the one or more factual assertions.