AI & HUMANITIES / RESEARCH EVIDENCE GRAPH
GraphRAG & Multimodal Knowledge Graphs
Search concepts, follow named relationships, and inspect Chinese or English evidence. Built in local Neo4j; this website reads its public export.
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Select a node to inspect evidence. Keyboard navigation, zoom and pan are supported.
Find a concept path
Paths navigate undirected connectivity while preserving relation directions; a path is not causal proof.
Construction, evidence and validation
Seven Neo4j skills were applied. Concepts, semantic links and supporting passages were curated from the report. Literal mentions are not support; links paraphrase report arguments and do not imply independent paper replication.
Validated 783 nodes and 2,302 relationships through idempotent replay and cross-dataset checks. The concept graph has 1 connected component and 8 exploratory Louvain communities. PageRank reflects connectivity, not evidence quality.
- neo4j-modeling-skillEntity, assertion and evidence layers
- neo4j-document-import-skill110 sections and 438 source passages
- neo4j-import-skillBatched MERGE and idempotent replay
- neo4j-cypher-skillCypher 5 and execution-plan checks
- neo4j-driver-python-skillEncrypted local connection and parameterized transactions
- neo4j-gds-skillWCC, PageRank and Louvain
- neo4j-mcp-skillConnector schema inspection and read-back validation