EMO: A Closed-Loop Test-Time Computation Framework via Alternating Context Optimization and Logits Steering.

arXiv:2610.22160v1 Announce Type: cross Abstract: Test-time context optimization adapts frozen language models through textual feedback, but ordinary conditional generation provides no separate control over how strongly to reinforce the distributional changes