Most languages use word position and sentence structure to extract meaning. For example, "The cat sat on the box," is not the same as "The box was on the cat." Over a long text, like a financial ...

The 2025 fantasy football season is quickly approaching, and with it comes not only our draft kit full of everything you need, but also updated rankings. Below you will find rankings for non-, half- ...

Rotary Positional Embedding (RoPE) is a widely used technique in Transformers, influenced by the hyperparameter theta (θ). However, the impact of varying *fixed* theta values, especially the trade-off ...

As Large Language Models (LLMs) are widely used for tasks like document summarization, legal analysis, and medical history evaluation, it is crucial to recognize the limitations of these models. While ...

First introduced in this Google paper, skewed relative positional encoding (RPE) is an efficient way to enhance the model's knowledge of inter-token distances. The 'skewing' mechanism allows us to ...

Abstract: Traditional named entity recognition methods lack relative positional information interaction and pay little attention to the distance information between entities, which makes it difficult ...

The current Conformer implementation in Torchaudio is missing the relative sinusoidal positional encoding scheme that is a key component of the original Conformer architecture as described in the ...