A Generative Model for Joint Natural Language Understanding and Generation

Tseng, Bo-Hsiang; Cheng, Jianpeng; Fang, Yimai; Vandyke, David

doi:10.48550/arxiv.2006.07499

Cited by 1 publication

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“…NLP constitutes a field of artificial intelligence that facilitates natural language interactions between humans and computers [9]. Its research and development focus on enabling computers to comprehend and generate human languages, with applications spanning Natural Language Understanding (NLU), Natural Language Generation (NLG), Automatic Summarization, Machine Translation, Sentiment Analysis, Question Answering, and Text Classification [10].…”

Section: Theoretical Background and Hypothesis Development 21 Text Mi...mentioning

confidence: 99%

The Impact of a Company’s Management Strategy on Its Profitability, Stability, and Growth: A Focus on the Information Security Industry

Kang,

2024

Sustainability

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This study concentrated on a business report that typically reveals a company’s non-financial information, aiming to uncover its strategic direction. Using text-mining techniques, the research extracted and analyzed the report’s overview sections, identifying key strategic themes categorized into the financial, customer, learning and growth, and internal process perspectives. The empirical analysis applied a two-stage model to assess how shifts in company strategies affect profitability, stability, and growth. This research provided insights into the management strategies and financial metrics within the information security sector, examining how strategic priorities shape financial health. The findings were as follows. Firstly, companies emphasizing financial strategies in their reports tended to exhibit higher profitability. Secondly, those focusing on customer-oriented strategies also reported greater profitability. Thirdly, companies prioritizing internal processes demonstrated increased organizational stability. Fourthly, an emphasis on learning and growth strategies was associated with lower stability but higher growth potential. This paper contributes to the field by offering a method to quantitatively analyze qualitative textual data, providing a more precise approach to understanding management strategies through direct content analysis of business reports. It also highlights the specific financial and strategic characteristics of information security firms, a relatively under-researched area, thereby offering valuable guidance for these companies in terms of strategic planning.

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Section: Theoretical Background and Hypothesis Development 21 Text Mi...mentioning

confidence: 99%

The Impact of a Company’s Management Strategy on Its Profitability, Stability, and Growth: A Focus on the Information Security Industry

Kang,

2024

Sustainability

View full text Add to dashboard Cite

show abstract

A Generative Model for Joint Natural Language Understanding and Generation

Cited by 1 publication

References 0 publications

The Impact of a Company’s Management Strategy on Its Profitability, Stability, and Growth: A Focus on the Information Security Industry

The Impact of a Company’s Management Strategy on Its Profitability, Stability, and Growth: A Focus on the Information Security Industry

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