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 |
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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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| _version_ | 1841533620029751296 |
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| author | Xiaoxing LIAN Yong SONG Jun ZHU Shuling WANG Xiaozhou YE Ye OUYANG |
| author_facet | Xiaoxing LIAN Yong SONG Jun ZHU Shuling WANG Xiaozhou YE Ye OUYANG |
| author_sort | Xiaoxing LIAN |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-32ebfa854bd04052afa301846510aa51 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2024-01-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-32ebfa854bd04052afa301846510aa512025-01-15T02:57:34ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012024-01-014012313559557423Research on dual process theory based telecom augmented cognitionXiaoxing LIANYong SONGJun ZHUShuling WANGXiaozhou YEYe OUYANGIncorporating 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.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2024007/large language modelaugmented cognitiondual process theoryautonomous decision and executiontelecommunication network |
| spellingShingle | Xiaoxing LIAN Yong SONG Jun ZHU Shuling WANG Xiaozhou YE Ye OUYANG Research on dual process theory based telecom augmented cognition Dianxin kexue large language model augmented cognition dual process theory autonomous decision and execution telecommunication network |
| title | Research on dual process theory based telecom augmented cognition |
| title_full | Research on dual process theory based telecom augmented cognition |
| title_fullStr | Research on dual process theory based telecom augmented cognition |
| title_full_unstemmed | Research on dual process theory based telecom augmented cognition |
| title_short | Research on dual process theory based telecom augmented cognition |
| title_sort | research on dual process theory based telecom augmented cognition |
| topic | large language model augmented cognition dual process theory autonomous decision and execution telecommunication network |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2024007/ |
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