beir

ECI_sem is a training-free method for ranking hard negative sources in dense retrieval using frozen embeddings, achieving strong performance on MS MARCO and BEIR benchmarks.

LateOn, a new generation ColBERT model, achieves a nearly 10-point improvement over v2 on BEIR and generalizes well outside BEIR, with the same usage in PyLate.