Learned-Sparse

• DeepImpact

  Learns per-term impact scores for documents using a BERT encoder, enabling semantic-aware scoring with a standard inverted index without query expansion.

• uniCOIL

  Uniform COntextualized Inverted List; assigns a single scalar weight per token using a BERT encoder, bridging dense contextualization and sparse inverted index retrieval.