Ask HN: How do you sift through new research?

4 points by zerojames 12 days ago

I work in computer vision and regularly follow Arxiv for new papers. Sometimes I find a gem, but a lot of the papers I find are from curated sources who do a bit of sifting.

I’m curious: how do you sift through new research? Do you have automated methods to highlight papers by keyword? Or something else? Do you rely heavily on curation?

velyan 12 days ago

Hey I am curious what's your current process? And would you like to input and output?

I am actually building something targeting content overwhelm and automating the curation process.

You can join the whitelist here: https://collate.one/preview

If you're a MacOS user I can give you free access to pilot version to try?

Also if you wanna get daily summaries of the papers you have you can also try this small app I built: https://collate.one/newsletter

Keen to know more about your problem...

  • zerojames 12 days ago

    Summaries are less interesting than my getting the information in the first place. My general hierarchy for sifting is:

    Title -> Abstract -> skim directly to the section(s) that are most interesting or answer a question I have.

    For most papers, I can gauge interest based on the title. But there are so many!

    I have a secondary problem of being able to find research on a topic: quantitative linguistics. Arxiv has a category on Computation and Linguistics, but it is mostly LLMs.

    • velyan 12 days ago

      Yup, so you'd like to:

      1. Given your resources, be able to the filter out the sections that are relevant to your topic of interest 2. Find resources that related to a topic

      In order of severity pain points, is this correct? What is the goal of your research?

      • velyan 12 days ago

        What the newsletter app does: it groups materials in up to 5 topics and generates an article for each topic based on the resources you've provided