Pillar 04 · 连山 Lianshan
Deep-Syntactic Discovery· Multi-hop Reasoning
Mine the unlabelled logical veins inside existing corpora — multi-hop reasoning, cross-chapter causality, cross-disciplinary bridges — never surface mimicry.
Engineering substance
Most LLMs mirror the surface of their corpora. Lianshan mines underneath — multi-hop chains across chapters, causal bridges across disciplines, latent logic the source authors never labelled. Every hop lands in an evidence chain plus a version lineage, so the new conclusion is auditable rather than opaque.
Auditable increments
Each multi-hop step lands in an evidence chain and a version lineage. New knowledge arrives with traceable pointers, not as a black-box assertion.
- 01Multi-hop reasoning — chains of inference across chapters and sources
- 02Cross-discipline bridging — connecting unrelated corpora through shared structure
- 03Evidence chain — every step pinned to its source claim
- 04Version lineage — replayable, rollback-safe knowledge increments
Eastern Narrative
Lianshan — ranges that connect: the ore in one mountain runs through the next.
Why It Matters
Lets the system close the loop across domains — TCM modernisation (mining cause-effect chains left unlabelled by modern medicine) co-exists with Western-medicine audit logic.