Keskeiset käsitteet
Multimodal ECG Instruction Tuning (MEIT) framework enhances ECG report generation with LLMs.
Tiivistelmä
ECG serves as a vital diagnostic tool for cardiac conditions.
Recent studies focus on classifying cardiac conditions using ECG data but overlook ECG report generation.
MEIT framework aligns ECG signal and report representations for quality report generation.
Benchmark evaluates MEIT with various LLMs using large-scale ECG datasets.
MEIT shows superior performance in report generation, zero-shot capabilities, and resilience to signal perturbation.
Tilastot
최근 연구는 ECG 데이터를 사용하여 심장 질환을 분류하는 데 집중하지만 ECG 보고서 생성을 간과했습니다.
MEIT 프레임워크는 ECG 신호와 보고서 표현을 조정하여 품질 보고서 생성을 위한 우수한 성능을 보여줍니다.
Lainaukset
"MEIT framework uniquely aligns the representations of the ECG signal and the report."
"MEIT results underscore the superior performance of instruction-tuned LLMs."