ResearchBenchmarksAudio Question Answering on Industrial-IoT Simple-QA n=800 (test)Audio Question Answering on Industrial-IoT Simple-QA n=800 (test)Follow90.07Detection AccuracyLA-RAG44.767656.528868.2980.0512Feb 16, 2026Evaluation resultsMethodMethodLinksDetection AccuracyCounting AccuracySummary AccuracyOverall AccuracyLA-RAGAudio Encoder=AGM, Lat...Audio Encoder=AGM, Latency (s)=0.442026.0290.0762.646.768.92RAGAudio Encoder=AGM, Lat...Audio Encoder=AGM, Latency (s)=3.662026.026647.4729.349.88Text2SQLAudio Encoder=AGM, Lat...Audio Encoder=AGM, Latency (s)=1.082026.0248.0744.5324.740.9RAGAudio Encoder=AF3, Lat...Audio Encoder=AF3, Latency (s)=5.432026.0246.5149.8324.842.17