Pointer-Augmented Autoregressive Generation of Patent Claims with Joint Topology and Content Decoding

Autoregressive decoders emit flat token sequences and cannot enforce hierarchical constraints across output segments, a limitation that becomes acute in patent claim generation, where a claim set forms a dependency forest whose scope must narrow monotonically with depth. Topology and content are mut...