Sequence-Level Certainty Reduces Hallucination in Knowledge-Grounded Dialogue Generation

In this work, the authors propose sequence-level certainty as a key factor in reducing hallucination in Knowledge Grounded Dialogue Generation (KGDG) models. They introduce Certainty-based Response Ranking (CRR) methods to mitigate model hallucination during decoding time.