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The speed of science, especially while solving the recent pandemic puzzles, is causing concerns. We describe some salient issues as well as a framework for making the process of publishing, organizing, and retrieving scientific literature more efficient. Emerging building blocks leveraging AI, including natural language processing tools such as SciSight from the Allen Institute for AI, that permit faceted navigation and research group detection are highlighted.

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