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Audio Question Answering on Home-IoT Simple-QA n=800 (test)
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90.67
Detection Accuracy
LA-RAG
45.3884
57.1442
68.9
80.6558
Feb 16, 2026
Detection Accuracy
Counting Accuracy
Summary Accuracy
Overall Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Detection Accuracy
Counting Accuracy
Summary Accuracy
Overall Accuracy
LA-RAG
Audio Encoder=AGM, Lat...
2026.02
90.67
76.93
56.1
76.88
RAG
Audio Encoder=AGM, Lat...
2026.02
67.93
44.13
27.7
48.95
RAG
Audio Encoder=AF3, Lat...
2026.02
49.87
53.73
23.6
44.75
Text2SQL
Audio Encoder=AGM, Lat...
2026.02
47.13
48
24.4
41.77
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