Doc2LoRA Provides Decodable Representations of Scientific Ideas

Excerpt

arXiv:2609.38374v1 Announce Type: cross Abstract: Representing scientific papers as points in a space lets us search for similar papers and inquire about how fields relate to one another and drive innovation. Beyond search, the vector space of papers invites generation: mixing papers through simple vector operations creates new points, mirroring combinatorial novelty, the recombination of existing ideas into new ones. However, a mixed point often represents an idea no paper has yet realized, wit