Hard-Negative-Mining

• ANCE

  Approximate Nearest Neighbor Negative Contrastive Estimation; improves dense retrieval training by dynamically refreshing hard negatives from the current model’s ANN index.

• Hard Negative Mining

  Strategy for selecting training negatives that are difficult for the current model to distinguish from positives; critical for dense retrieval model quality beyond in-batch random negatives.