n, showing that re-encoding decreased commentary quality and made the decoder unable to differentiate white and black sides.</p>

        <figure>
            <img src="figure14.png" />
            <figcaption>Figure 14: In this transformer-based language model, positions are encoded and stacked using the primary network before being passed to the commentary decoder.</figcaption>
        </figure>

        <p>This architecture is unprincipled in many ways, and in terms of further improvement likely offers v