From Papers to Mechanisms: An Evidence-Grounded Knowledge Substrate for Scientific Language Models.

arXiv:2610.06248v1 Announce Type: new Abstract: Scientific language models often access literature through untyped text chunks, which fragment the functional and evidential structure required for mechanism-rich questions. We introduce an evidence-grounded mech