beyond

Definition

A title word announcing an extension past the current framing: beyond accuracy, beyond English, beyond next-token prediction. It rarely means the prior work was wrong — more often that it optimised a dimension the authors think is no longer the binding constraint. The informative part is what X is, since it names the assumption the field has been operating under.

Explainers using this term

• Paper Walkthrough — Beyond Retrieval: LatentStream Turns Retrieved Video Into Latent MemoryBeyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding
• Paper Explained — LatentPress: Feeding Compressed Context Straight to a Frozen LLM, Neither as Text Nor as PixelsLatentPress: Context Compression Beyond Text and Vision
• Paper Explained: Beyond Data Scaling — Why the Backbone, Not the Trajectory Count, Decides Your VLA (VLAct)Beyond Data Scaling: Representation-Centric Continued Pre-training for Vision-Language-Action Models