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Grounded and Faithful P&ID Reasoning: Constraining Vision-Language Models with Recovered Evidence Graphs

arXiv cs.LG ↗ · 2026-09-10 Cached

This paper introduces a graph-grounded harness for vision-language models to improve accuracy in answering topology questions about Piping and Instrumentation Diagrams by recovering evidence graphs from images.

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#graph-recovery

VisAdj: Learning Adjacency Matrices from Node-Link Images

arXiv cs.AI ↗ · 2026-08-25 Cached

VisAdj is a framework for learning adjacency matrices from node-link images, using an attention-sparse neighbor sampler and a line-graph transformer to model edge dependencies, achieving superior performance over existing methods.

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