Yi-Bo Liu

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

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 mechanism knowledge substrate that organizes scientific literature into provenance-linked evidence units, role-t...