Anas Dahabiah

Weighted Proportional Conflict Redistribution for Heterogeneous LLM Ensembles

Smaller language models often exhibit high confidence in erroneous predictions, undermining traditional ensemble methods. In heterogeneous ensembles, simple averaging can grant disproportionate influence to overconfident but incorrect outputs. This paper introduces a reliability-weighted extension of the Proportional C...