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P&ID Question Answering

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

PathRAG Conceptual Graph

83Accuracy

13

Mar 25, 2026

VectorRAG Conceptual Graph

82Accuracy

13

Mar 25, 2026

ContextRAG Conceptual Graph

94Response Accuracy

13

Mar 25, 2026

CypherRAG Conceptual Graph

86Accuracy

11

Mar 25, 2026

Proteus Context XML

89Response Accuracy

8

Mar 25, 2026

Multimodal Context Flowsheet Image

83Response Accuracy

8

Mar 25, 2026