In the era of social networking and real-time communication, the vast amount of textual data generated on comment services presents a unique challenge and opportunity for information retrieval and consumption. “IncreSTS Text Summarization” represents an innovative approach to real-time text summarization in the context of social networks and comment services. This research explores methods and techniques to extract key information, trends, and sentiments from the dynamic and rapidly evolving landscape of comments and discussions on social media platforms. By harnessing the power of text summarization, this work aims to enable users to efficiently digest and engage with the wealth of user-generated content on these platforms. The “IncreSTS Text Summarization” project offers a promising avenue for enhancing the accessibility and utility of real-time commentary in the digital age.