Pushing the Limits of the Two-Tower Model

Where the assumptions behind the two-tower model architecture break — and how to go beyond

(Image created by the author using generative AI)

Two-tower models are among the most common architectural design choices in modern recommender systems — the key idea is to have one tower that learns relevance, and a second, shallow, tower that learns observational biases such as position…