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 Explained: Beyond Teacher Assignment — Why Choosing the Right Teacher Isn't Enough When You Distill Many Specialists into One ModelBeyond Teacher Assignment: Domain-Normalized Multi-Teacher On-Policy Distillation
• Paper Explained: Beyond Solver Verdicts — When the Solver Says Yes but the Translation Is WrongBeyond Solver Verdicts: Generative Reward Models for Autoformalization
• Paper Walkthrough — Beyond Retrieval: LatentStream Turns Retrieved Video Into Latent MemoryBeyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding