![]() ![]() Additionally, abstractive summaries may contain errors or omissions, as they are generated based on an interpretation of the source text rather than a verbatim reproduction of it. However, abstractive summarization is more challenging to implement and evaluate than extractive summarization, as it requires advanced natural language processing techniques and may produce summaries that are less accurate or complete than extractive summaries. Abstractive summaries can also capture the main points of the source text more effectively, as they are generated based on an understanding of the meaning and context of the text rather than simply by extracting important phrases and sentences. One of the main advantages of abstractive summarization is that it can generate summaries that are more concise and easier to read than extractive summaries, as they are written in a more coherent and natural style. Abstractive summarization is typically performed using advanced natural language processing techniques, such as machine learning and deep learning, to understand the meaning of the source text and generate a summary that is coherent and accurate. This approach is based on the idea of creating a summary that is a coherent and coherently written representation of the source text, rather than simply a shortened version of the original. In contrast to extractive summarization, abstractive summarization is a method of generating a summary by understanding the main ideas and concepts in the source text and rephrasing them in a shorter form. Additionally, extractive summaries can often be repetitive, as they are simply a collection of sentences and phrases from the original text. For example, it is not always possible to extract the most important information from a text using this approach, as the summary may end up being incomplete or may not capture the main points of the source text. On the other hand, extractive summarization has some limitations. It is also relatively easy to evaluate the quality of extractive summaries, as they are simply a shortened version of the original text and can be compared to the source text to determine their accuracy and completeness. This goes beyond efficiency to empower new ways of thinking.One of the main advantages of extractive summarization is that it is relatively straightforward to implement and can be automated to a large extent. We should seek to create a thinking-writing medium that enhances our ability to think deeply and express ideas effectively. It acts as a lens to understand experiences and organize thoughts. Writing is a creative by-product of learning and thinking. Well-articulated ideas contribute more to conversations than meeting arbitrary deadlines. ![]() Quality writing provides more value than quantity. Taking notes captures fleeting thoughts so we can explore them over time. Articulating ideas forces us to think more consciously. Reading diverse subjects builds a prepared mind to seize opportunities when they arise, just as preconditions enabled innovations like Uber and Instagram. # The Wrath of Reading & Writing: Unleashing the Power of a Prepared Mind Embrace the risk of being judged to share your perspectives. Take small steps to build confidence in expressing yourself authentically. Set personal goals aligned to your standards. Run your own race rather than comparing yourself to others. Incorporate small productivity moments throughout your day to prevent task pile-up. Stop dwelling on the past or things beyond your control. Don't let the sunk cost fallacy hold you back. Let go of perfectionism and focus on achievable excellence rather than unattainable perfection. # Success Strategies: Breaking Free from Self-Limiting Beliefs Embrace cyclicality, focus on consistency over intensity, and radiate positivity to harness incremental progress for long-term success. Models like mirrored reciprocation and compound interest align with cyclicality and incremental progress. Active stability through consistent maintenance is crucial, as small efforts compound over time for significant change. Continue striving for new goals to perpetuate the cycle of ambition. ![]() Nothing breeds resentment like conspicuous success. Recognizing this pattern is key for managing the cycles. Cyclicality is inherent in history and personal endeavors - success often paradoxically leads to future challenges. # Embracing Cyclicality and Harnessing Slow, Incremental Progress for Success Here's a collection of my favorite notes from the Glasp Hatch! Hatch Notes: Productivity, Writing, Reading, and Success ![]()
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