binding-subspace

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Selective Capability Unlearning in End-to-End Spoken Language Understanding

arXiv cs.CL · yesterday Cached

Proposes BindingSubspace (BSU), a representation-level framework that isolates and attenuates intent-conditioned directions in end-to-end spoken language understanding models to prevent capability persistence, where suppressing an intent still allows slot generation under forced prefixes. The method reduces forced-prefix recoverability while preserving retained performance on SLU benchmarks.

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