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LLMs struggle with cross-document relation extraction because of the sheer number of possible relations, but a hierarchical classification approach can unlock their potential.
Verification is the secret sauce: an 8B parameter research agent, fortified with verification mechanisms, can now rival or surpass the performance of 30B parameter agents while drastically reducing computational cost.
