When Facts Change: Probing LLMs on Evolving Knowledge with evolveQA

Nishanth Sridhar Nakshatri, Shamik Roy, Manoj Ghuhan Arivazhagan +3

LLMs often fail to handle temporal knowledge conflicts--contradictions arising when facts evolve over time within their training data. Existing studies evaluate this phenomenon thr…