InsightFlow: An Intelligent System for Automated Knowledge Discovery and Targeted Information Sharing

Abstract

In the digital age, they are struggling to find appropriate and quality learning resources with this tremendous amount of online educational materials. Manual search, filtering, and sharing is time-consuming and ineffective, it can lead to information overload & low learning efficiency. Traditional keyword-based search systems cannot represent the semantic information of content, and the current content-aggregation platform does not provide a quality review mechanism and target-release system either, which have led to an issue that users in organizations cannot timely share their knowledge with peer groups completely.

To overcome these challenges, InsightFlow aims to establish an automatic system of intelligent knowledge discovery and dissemination. The system fetches articles from some educational websites and adds them to a structured database. The Informative Value of the Content With the help of NLP methods, its content is examined both for quality, and semantic relevance. Abstractive summarization with Transformer produces short, readable summaries that convey key concepts while minimizing cognitive overhead. The summaries are then matched with the peer groups depending on embedding-based similarity scores, which means that the domain-specific and personalized summary is delivered. All of this is orchestrated by automation tools so content ingestion, processing, and distribution for consumption are predominantly done with little human activity.

Experimental results show that InsightFlow could greatly enhance relevance of result, quality of clips transferred, summarization capability and targeted delivering effect instead of the traditional keyword-based approaches as well as rule based methods. The platform facilitates real-time sharing of knowledge with systems like Telegram, enhancing accessibility and collaboration in communities of learning. InsightFlow offers scalable, intelligent and completely automatic technology to link up enormous availability of online content at the scale of the web with effective use of educational knowledge.