Dongyang Fan

TiMoE: Time-Aware Mixture of Language Experts

2025 · arXiv (Cornell University)

Large language models (LLMs) are typically trained on fixed snapshots of the web, which means that their knowledge becomes stale and their predictions risk temporal leakage: relying on information that lies in the future relative …