Francesco Bertolotti

By Tying Embeddings You Are Assuming the Distributional Hypothesis

In this work, we analyze both theoretically and empirically the effect of tied input-output embeddings—a popular technique that reduces the model size while often improving training. Interestingly, we found that this technique is connected to Harris (1954)’s distributional hypothesis—often portrayed…