Point-in-time LLMs: the literature map

Each node is a paper, dataset, or the hub concept. Colours are threads; solid edges are real connections (builds on, trains on, evaluates); dashed red edges are connections that do not yet exist as of September 2026, i.e. the research agenda. Nodes were gathered by chasing forward citations of the core papers through Semantic Scholar and OpenAlex. Click a node to open it; drag to rearrange; hover for the one-line story.

builds on / responds to trains on / evaluates with alternative to (prompting vs retraining) GAP — does not exist yet

Items marked ⚠ are provisional pending verification. Corrections welcome on microprediction/pitllm.