"Some facts change over time or are disputed across viewpoints, and language models experience additional difficulty reconciling and updating such knowledge through context."
The 2024 DYNAMICQA paper distinguishes temporal facts that can change with time from disputed facts that depend on viewpoint and investigates their effects on language-model knowledge. Its experiments find greater internal knowledge conflict for dynamic facts and increased difficulty updating them from contextual information, providing computational evidence for the manuscript's discussion of time-dependent knowledge.
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