What is Natural language generation (NLG):
Natural language generation (NLG) is a term that refers to the process of creating text using natural language.
The use of artificial intelligence (AI) programming in Best Mobile App Development Company In India to generate written or spoken narratives from a data collection is known as natural language generation (NLG). Human-to-machine and machine-to-human interaction, as well as computational linguistics, natural language processing (NLP), and natural language understanding, are all related to NLG (NLU).
Top App Development Companies In India frequently focus on developing computer algorithms that deliver data points with context. Sophisticated NLG software can mine vast amounts of numerical data, detect patterns, and present that knowledge in an easy-to-understand format. NLG software’s speed is very effective for creating news and other time-sensitive content for the internet. NLG output, at its finest, may be published verbatim as online content.
How does NLG work?
NLG is a multi-stage process in which the data utilized to generate content with natural-sounding language is refined progressively at each level. NLG has six phases, which are as follows:
Examine the content. Data is filtered to identify what should be included in the final output of the process. This stage entails determining the primary themes and linkages in the original document.
Understanding of data. The data is evaluated, patterns are discovered, and it is placed in context. Machine learning is widely used at this time.
Document organization. Based on the sort of data being analyzed, a documented plan is constructed and a narrative framework is established.
Sentence aggregation Relevant sentences or sections of sentences are blended in ways that provide an accurate summary of the issue.
Grammatical organization. Grammatical norms are used to generate natural-sounding writing. The Ios App Development Company In India determines the sentence’s syntactical structure. This information is then used to rephrase the statement in a grammatically accurate manner.
Presentation of the language The final output is created depending on a template or format chosen by the user or programmer.
What is the application of NLG?
Natural language generation is being utilized in a variety of applications. Among the numerous applications are the following:
- Creating chatbot and voice assistant answers such as Google’s Alexa and Apple’s Siri;
- Turning financial reports and other sorts of corporate data into content that workers and consumers can understand;
- Lead nurturing email, SMS, and chat answers may be automated.
- Responding to consumer emails and communications in a personalized manner;
- Creating and customizing scripts for customer service personnel
- News report aggregation and summarization
- Providing status updates for the Internet of Things devices; and
- Generating product descriptions for e-commerce websites and communicating with customers
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