Liangyu Lv

Instruction Tuning Chronologically Consistent Language Models

2025 · arXiv (Cornell University)

We introduce a family of chronologically consistent, instruction-tuned large language models to eliminate lookahead bias. Each model is trained only on data available before a clearly defined knowledge-cutoff date, ensuring strict temporal separation from any …