EmoSLLM, a LoRA-fine-tuned 3B LLM with an audio mapper, beats several 7B speech-text LLMs on MSP-Podcast emotion recognition, but only when given the ground-truth transcript at inference.
Unsupervised learning of visual features by contrasting cluster assignments
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
eess.AS 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
EmoSLLM: Parameter-Efficient Adaptation of LLMs for Speech Emotion Recognition
EmoSLLM, a LoRA-fine-tuned 3B LLM with an audio mapper, beats several 7B speech-text LLMs on MSP-Podcast emotion recognition, but only when given the ground-truth transcript at inference.