KGA-LM: Representation-Level Grounding for Conversational Search over Knowledge Graphs
By decoupling knowledge injection from prompt length, the KGA-LM approach mitigates retrieval signal decay under long contexts, offering a superior trade-off between grounding quality and inference efficiency.