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Preprint Aug 2026

Time Present and Time Past: Benchmarking Large Language Models on Temporally Evolving Document Understanding

Evolving documents, such as laws, tax codes, and software documentation, are amended, replaced, and sometimes reverted over time, so a question has different correct answers at different dates. In contrast to encyclopedic knowledge, where an old fact is simply overwritten, an amendment is itself an official text that s...

M. Sobhani, Md. Faiyaz Abdullah Sayeedi, F. Chowdhury et al. · 1 citation · ⚡1

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