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Paper · arXiv

GeopoliticalQA: Benchmarking Retrieval and Generation over Intelligence Reports

Geopolitical and strategic intelligence reports constitute a rich source of expert knowledge and have increasing value in the current political climate, but their heterogeneity and analytical complexity pose challenges for retrieval-augmented question answering. We introduce a benchmark for grounded question answering over 415 open-source geopolitical and strategic intelligence reports, comprising 5,525 document-grounded question-answer pairs spanning factual, inferential, comparative, and risk-oriented questions. We propose a document-aware generation pipeline that profiles reports before generating questions and validate dataset quality through expert annotation and an LLM-as-judge prot...

AuthorsVeronika Solopova, Ivan Havlytskyi, Viktoria Skorik et al.
Primary categorycs.CL
Published8 October 2026
Last updated at source8 October 2026
cs.CLcs.IR
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