Research on dual process theory based telecom augmented cognition
Incorporating the current works in augmented large language models(LLM),a dual process theory based telecom augmented cognition architecture(TACA)was proposed.This architecture addressed challenges faced by LLM in the field of telecom,such as lack of domain-specific knowledge and limited reasoning capabilities.It aims to enhance cognitive reasoning,knowledge integration,tooling,and autonomous decision-execution capabilities for complex telco-scenarios.Technical application references for different telco-scenarios were provided,and the effec-tiveness and feasibility of the augmented cognition solution were preliminarily validated in addressing complex problems through experiments.The proposed TACA can serve as a future reference architecture for the application of LLMs in the telecom industry.
large language modelaugmented cognitiondual process theoryautonomous decision and executiontelecommunication network