On a single Thucydides corpus, strong LLMs extract more events without RAG, weak LLMs benefit from simple RAG but collapse under complex RAG, and a Coq translation is proposed to justify RAG-discovered event types.
Retrieval-based language models and appli- cations
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Reasoning with RAGged events: RAG-Enhanced Event Knowledge Base Construction and reasoning with proof-assistants
On a single Thucydides corpus, strong LLMs extract more events without RAG, weak LLMs benefit from simple RAG but collapse under complex RAG, and a Coq translation is proposed to justify RAG-discovered event types.