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Spoken Medical Question Answering on MedQA (test)

97.5QA AccuracyMedSpeak
53.19664.69876.287.702Feb 1, 2026

Evaluation results

MethodLinks
MedSpeakTranscription Source=Whisper generated transcripts, Fine-tuning Status=Fine-tuned, Knowledge Graph Context Integration=Budgeted KG context2026.0297.5
Fine-Tuned LLM + GT (FT-LLM)Transcription Source=Ground truth texts, Fine-tuning Status=Fully fine-tuned, Knowledge Graph Context Integration=No KG-context2026.0291.8
Fine-Tuned LLM + Whisper (FT+Whisp)Transcription Source=Whisper generated transcripts, Fine-tuning Status=Fine-tuned, Knowledge Graph Context Integration=No KG-context2026.0286.6
Zero-shot GT (Zero-Shot)Transcription Source=Ground truth transcripts, Fine-tuning Status=No fine-tuning, Knowledge Graph Context Integration=No KG-context2026.0258.9
Zero-shot ASR (ZS-ASR)Transcription Source=Whisper generated transcript, Fine-tuning Status=No fine-tuning, Knowledge Graph Context Integration=No KG-context2026.0254.9