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 reason...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | zho |
| Published: |
Beijing Xintong Media Co., Ltd
2024-01-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2024007/ |
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| Summary: | 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 effectiveness 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. |
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| ISSN: | 1000-0801 |