Module 1: Late Interaction Basics

Define a simple query and two documents to compare how different embedding approaches represent them.

Single-Vector Embeddings (No Interaction)

Compute dot product similarity between the query and each document. Higher scores indicate stronger semantic matches.

Now compare the same query against the second document.

Cross-Encoders (Early Interaction)

Late Interaction: The Core Paradigm

The ColBERT Approach