sparse

In industrial recommendation systems, the shift towards Generative Retrieval (GR) Traditional embedding-based nearest neighbor search is being replaced by large language models (LLMs). These models represent objects Semantic ID (SID)—discrete …

Transformers use a mix of attention and experts for scale calculations, but they still lack a native way to perform knowledge discovery. They recalculate the same local patterns over and …

The OpenAI team has released them openai/circuit-sparsity Hugging face and model openai/circuit_sparsity Toolkit on GitHub. Packages the model and circuit from the release paper ,Load-sparse transformers have interpretable circuits, https://arxiv.org/pdf/2511.13653 …