I built an open-source tool to distill books into knowledge graphs
The article discusses the creation of SpineDigest, an open-source tool designed to convert books into structured knowledge graphs. This tool aims to help users retain information better by organizing concepts and relationships from the text. It utilizes a three-stage process involving chunk extraction, knowledge graph construction, and adversarial summarization to enhance the reading experience.
- ▪SpineDigest processes books in various formats and produces a structured knowledge graph instead of a simple summary.
- ▪The tool addresses issues like context window limits and the lack of structure in traditional summaries.
- ▪It employs a three-stage pipeline to extract knowledge units, cluster them by similarity, and create a refined summary.
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try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3901460) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } Cookcoco Posted on Apr 28 I built an open-source tool to distill books into knowledge graphs #opensource #llm #cli #productivity I have a bad habit: I buy books faster than I read them. Not because I'm lazy — I start most of them. But somewhere around chapter 3, I lose the thread. I forget what chapter 1 said, I'm not sure how the concepts connect, and by the time I finish, I can't reconstruct the structure of what I just read.
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