GABench provides the first agentic graph-analysis benchmark with 10,400 executable tasks, and finds existing LLM agents succeed on under 40% of complex graph tasks.
2010.Networks, crowds, and markets: Reasoning about a highly connected world
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GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks
GABench provides the first agentic graph-analysis benchmark with 10,400 executable tasks, and finds existing LLM agents succeed on under 40% of complex graph tasks.