A SpeechLLM-based ASR system can be fine-tuned with federated learning and LoRA adapters, reaching word error rates close to centralized training on English and Italian while transmitting only a small fraction of the model.
Speech recognition meets large language model: Bench- marking, models, and exploration,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
other 1
citation-polarity summary
fields
cs.CL 1years
2026 1verdicts
CONDITIONAL 1roles
other 1polarities
unclear 1representative citing papers
citing papers explorer
-
SpeechLLM Meets Federated Learning for End-to-End ASR: English and Italian Case Studies
A SpeechLLM-based ASR system can be fine-tuned with federated learning and LoRA adapters, reaching word error rates close to centralized training on English and Italian while transmitting only a small fraction of the model.