For Advertisers

Total estimated aid for undergraduate and graduate researchers is $173.7 B.

Most of that goes towards tuition, but it's estimated $110m goes unclaimed due to lack of applicants.

With the power of LLMs

We now have the ability to add context to in-text content. Previously, an ad would be shown maybe on the theme of the paper, with metadata sourced from profiles or user habits.

Now, since the LLM reads the paper itself, we're using that to guide ad placement, at the location of the content, in the margins.