To achieve robust alignment between the slot filling task and DialoGPT, we (1) reformulate slot filling as a pure language response generation task, and (2) augment the DialoGPT architecture with a replica-mechanism, constrained decoding and a post-processing heuristic. Quad-core chips deliver more highly effective performance, but even twin-core processors are as much as the duty…