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The International Crises Behavior Events (ICBe) ontology provides highcoverage over the thoughts, communications, and actions that constituteinternational relations. A major disadvantage of that level of detail is thatit requires large human capital costs to apply it manually to new texts.Whether such an ontolgy is practical for international relations research givenlimited human and financial resources is a pressing concern. We introduce aworking proof of concept showing that ICBe codings can be reliably extractedfrom new texts using the current generation of open source large languagemodels (LLM) running on consumer grade computer hardware. Our solution requiresno finetuning and only limited prompt engineering. We detail our solution andpresent benchmarks against the original ICBe codings. We conclude by discussingthe implications of very high quality event coding of any text being withinreach of individual researchers with limited resources.

ICBeLLM: High Quality International Events Data with Open Source Large Language Models on Consumer Hardware