AIBullisharXiv – CS AI · 8h ago7/10
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ELF: A Family of Encoder-Free ECG-Language Models
Researchers introduce ELF, a family of encoder-free ECG-Language Models that simplify the architecture of existing multimodal models for automated heart rhythm interpretation. Despite using simpler designs and training pipelines than predecessor systems, ELF matches or exceeds state-of-the-art performance, suggesting that architectural complexity in medical AI may be unnecessary.