5 results about "Problem statement" patented technology

A multi-agent collaboration tool for collaborating among multiple large language model (LLM) agents is provided. A problem statement is received from a user. A first LLM agent is automatically selected to provide a first answer to the problem statement as a first confidence score for the first LLM agent is more than a second confidence score for a second LLM agent to provide the first answer to the problem statement. The second LLM agent is automatically selected to provide a second answer based on the first answer to the problem statement as a third confidence score for the second LLM agent is more than a fourth confidence score for the first LLM agent to provide the second answer based on the first answer to the problem statement. A solution to the problem statement is provided based on the second answer.

A device may receive and process client data, with a first machine learning model, to determine current state data identifying a current state of a client. The device may process the current state data and prior client data, with a second machine learning model, to determine a problem statement for the client and future state data of the client. The device may utilize the second machine learning model to identify initiatives for the client, and costs of the initiatives, based on the problem statement, the current state data, and the future state data, and to assign benefits and priorities to the initiatives. The device may process the initiatives, the benefits and priorities of the initiatives, and the costs of the initiatives, with the second machine learning model, to generate an initiative plan for solving a problem of the problem statement, and may perform actions based on the initiative plan.

A method (600) for computer-aided troubleshooting of a packaging line (1) configured to produce packages is disclosed. In one embodiment, the method (600) comprises the steps of: receiving (602), via an input device, a natural language question statement (402) from a user, the question statement indicating questions that have occurred during operation of the packaging line (1); generating (604), by a trained language model (42), one or more instructions (404) based at least in part on the question statement (402), the one or more instructions (404) indicating an operation to be executed by a user on the packaging line (1) to alleviate the question; and outputting (606), by an output device, the one or more instructions (404) in a natural language to a user. A method (500) of training a language model (42), a language model (42), a data processing device (4), a packaging line (1) and a computer program are also disclosed.

The aim is to provide learners with a variety of similar problems while reducing the burden on the system and the question setters. [Solution] A program according to one embodiment of the present invention, which causes one or more computers to function as means for managing problem information including variable part information and format information which is the format of the answer, means for determining the variable part information and generating a problem statement based on the problem information, and means for outputting the generated problem statement, wherein the means for generating the problem statement determines the variable part information and the format information based on random number processing.

Provide a system. 【Solution means】 Means for receiving user input and analyzing the intention of the question based on the input, Means for referring to past test data and generating problem ideas based on the analysis results, Means for creating a specific problem statement from the generated problem ideas and checking logical consistency, Means for estimating the difficulty level of the problem statement, Means for analyzing the ideal answer and creating scoring criteria, Means for analyzing voice input and converting it into text data, Means for automatically generating problems using a generation AI model, Means for providing feedback to the user based on the evaluation results, A system including the above.