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PIDQA

PIDQA is a question–answering dataset built for querying Piping and Instrumentation Diagrams (P&IDs). It contains 64,000 QA pairs spanning 500 P&ID sheets from the Dataset-P&ID collection (Click here for the source paper of Dataset-P&ID). Each question is accompanied by a syntactically correct Cypher query for graph-based reasoning.

📊 Dataset Statistics

Question Type # Questions per Sheet Total (500 Sheets)
Simple Counting 32 16,000
Spatial Counting 32 16,000
Spatial Connections 32 16,000
Value-Based Queries 32 16,000
Total 128 64,000

🔍 Key Features:

  1. Symbols are named as numbers ranging from 1 to 32
Symbols
  1. Sample sample

Demo

Click here to check out a minimalistic demo where you can ask these 4 types of questions to a P&ID or visit: https://pid-knowledgegraph-demo.streamlit.app/

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Q&A Dataset for images of P&ID (Piping & Instrumentation Diagrams)

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