Scale gated self-editing to real-time and streaming environments

Scale the gated continual self-editing framework to real-time and streaming environments and demonstrate efficiency and robustness under continuous inputs.

Background

While the proposed gating approach mitigates forgetting in controlled, batch-style SQuAD-like settings, the authors recognize that deployment scenarios often involve continuous, streaming inputs where timely decisions are required.

Adapting the framework to real-time conditions entails addressing computational overheads of gating, ensuring stable behavior under non-stationary input streams, and maintaining robustness and efficiency during continual updates without batch evaluation windows.