Correlation-Guided Encoder Selection for Multi-Encoder Large Audio-Language Models
CUEES (Correlation-gUided Encoder Selection), a lightweight heuristic that estimates complementarity through task- and category-level Pearson correlations between encoders'performance profiles, scoring a candidate set from single-encoder evaluations alone--without fusion training during selection.
Pei-Jun Liao, Hung-Shin Lee, Wen-Ze Ren et al.
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