Liquid AILiquid Nanos

LFM2.5-ColBERT-350M

This late-interaction retrieval model represents each token separately.

What the release provides

The approximately 353M model emits 128-dimensional token vectors and uses MaxSim matching. It shares an LFM2.5 backbone with the dense embedding release but has a different index format. The LFM Open License applies.LFM2.5-ColBERT-350M official model card

How to use it well

Practical guidance. Budget storage for token vectors. Compare end-to-end search quality after retrieval and reranking; a larger index must earn its cost on the intended queries.

Specifications & access

LFM2.5-ColBERT-350M specifications
DetailValue and conditions
AccessDownloadable
Model identifiersLiquidAI/LFM2.5-ColBERT-350M