recall-based-prompting

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Can LLMs Be Constrained to the Past? Improving Knowledge Cutoff through Recall-Based Prompting

arXiv cs.CL ↗ · 2026-06-05 Cached

This paper proposes recall-based prompting strategies (Self-Recall and Question-Recall) to improve LLM knowledge cutoff adherence, outperforming existing methods on counterfactual questions and introducing a Multi-cutoff Historical Event Benchmark (MHEB) for robustness evaluation.

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