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2.1.4. Summarization
Summarization (text summary) is a technique
used to create a short and consecutive summary of long
texts (such as articles, reports, books, etc.). A text summarization can be
performed by extracting the most important sentences or phrases from the
original text or generating new sentences that capture the main points of the
text (abstract summary) [18]. A text
summarization can be used for a variety of purposes, such as providing a
general overview of a topic, simplifying complex information, reducing time and
space, etc. Another advantage of using ChatGPT to review the literature is that
it can help synthesize information. ChatGPT analysis articles and generates
summary or key information on research questions and topics [19].
ChatGPT can be used as a summary tool to
extract key points and key information from long and complex documents [20] and as a possible application to compose
manuscripts such as research papers, dissertations, and patents. The AI model
also helps researchers and academic staff identify logical gaps or
inconsistencies and generate constructive feedback for authors. Another possible
application of ChatGPT in manuscript summaries, such as research papers,
theses, and patents, is to use it as a comparison tool to compare different
document summaries. ChatGPT can identify similarities and differences between
documents and any differences or inconsistencies.
Students and researchers can also ask ChatGPT
to assess the quality and relevance of the documents and provide
recommendations or suggestions based on the summary documents. ChatGPT can
provide a concise and consistent summary of the document that highlights the
main arguments, findings, and implications. From students to academic staff can
use ChatGPT to customise the summary of their needs, such as length, detail
level, or target audience (Figure 6).
Figure 6. Example of a
summary of the existing literature on a specific topic.
In research and development, coming up with
innovative and unique ideas for a research paper can be a daunting task.
Researchers should read the existing literature to extract valuable
insights and ideas from it. As the field of artificial intelligence continues
to develop, tools powered by artificial intelligence can enhance the research
process. The OpenAI model can extract ideas and innovations from research
papers (Figure 7). By entering a research paper into ChatGPT, researchers can
quickly and easily identify key ideas and innovations discussed in the paper.
ChatGPT
can identify ideas and innovations that are not immediately visible to the
human eye by recognising patterns and connections between different concepts
that may not be realised even by the most diligent human reader. This may lead
to new insights and discoveries that would not have been possible without the
help of ChatGPT. By automating the process of extracting ideas and innovations
from research documents, ChatGPT can save researchers hours of time. This
allows researchers to focus on other aspects of their research, such as data
analysis and experimentation. This is particularly beneficial in areas such as
engineering and design where creativity and innovation are crucial.
Of
course, there are some limitations to the use of ChatGPT in research. For
example, ChatGPT is only as good as the data on which it has been trained. If
the model is not trained on a specific type of research paper, it cannot
extract the ideas and innovations from that paper accurately. In addition,
ChatGPT cannot recognise specific nuances or subtleties of language that human
readers could grasp. However, ChatGPT is a powerful tool that can improve the
research process and generate new ideas and innovations. Its ability to extract
important ideas and innovations quickly and efficiently from research papers
can save researchers time and improve the overall quality of their work. With
the development of artificial intelligence, tools such as ChatGPT are likely to
become increasingly important in the research process.
Figure 7. ChatGPT response
to: What are the idea and innovation in "Green synthesis of olefin-linked covalent
organic frameworks for hydrogen fuel cell applications"?.
Research design is an important aspect of any
research project and requires a systematic approach to research design. The applications of ChatGPT in research
design help authors select the best research methods and identify the most
appropriate research methods based on research questions and available data. By
using ChatGPT as AI assistant, researchers can save a lot of time in comparison
to manually selecting research methods (Figure 8).
ChatGPT is also useful for the development
of research instruments. ChatGPT helps researchers identify the most
appropriate research instruments, such as surveys and interview protocols, by
analysing the research questions and available data. The use of AI models such
as ChatGPT in research design is especially useful for researchers developing
research instruments for the first time.
Overall, ChatGPT is an important tool for
researchers who want to streamline their workflow and improve the quality of
their research. Its ability to raise research questions, support literature
reviews, identify literature gaps, synthesise information, and conduct research
designs can save researchers time and improve the quality of their research
documents. The use of an AI model saves researchers considerable time, compared
to reading and synthesising the article manually. However, researchers must be
aware of its limitations and use it in conjunction with other research tools
and methods. Furthermore, researchers should be careful when interpreting
ChatGPT results and ensure that the articles identified and the analysis are
accurate and relevant to the research questions or themes.
Figure 8. Example of a
research design on a specific topic.