GraphInstruct introduces a six-level progressive benchmark with 800 instructions and 1,582 references to diagnose LLM graph generation gaps, plus a verification-guided iterative prompting framework that improves performance.
Advances in Neural Information Processing Systems (NeurIPS) , year =
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GraphInstruct: A Progressive Benchmark for Diagnosing Capability Gaps in LLM Graph Generation
GraphInstruct introduces a six-level progressive benchmark with 800 instructions and 1,582 references to diagnose LLM graph generation gaps, plus a verification-guided iterative prompting framework that improves performance.