
GraphInstruct introduces progressive-complexity benchmark diagnosing LLM graph generation failures across six complexity levels, finding multi-constraint composition limits capability and domain-semantic constraints require retrieval.
Zihe Wei, Sheng Xiang, Ying Zhang, changjun jiang
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 4/5