Fine-tuned speech representation models with hierarchical classification outperform multimodal LLMs on pediatric speech sound disorder tasks.
We improve upon the state of the art in both SSD detec- tion and ASR of disordered speech on the SLPHelmUltraSuit- ePlus [11] benchmark and publish our code and trained mod- els
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Multimodal LLMs are not all you need for Pediatric Speech Language Pathology
Fine-tuned speech representation models with hierarchical classification outperform multimodal LLMs on pediatric speech sound disorder tasks.