Fine-tuned speech representation models with hierarchical classification outperform multimodal LLMs on pediatric speech sound disorder tasks.
For the ASR task, we fine-tune models using Low-Rank- Adaption (LoRA) [28]
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.