Just Pass Twice: Efficient Token Classification with LLMs for Zero-Shot NER

Ahmed Ewais, Ahmed Hashish, Amr Ali

Large language models encode extensive world knowledge valuable for zero-shot named entity recognition. However, their causal attention mechanism, where tokens attend only to prece…