Author
Sourav Kumar
Recent research
- Society & EconomicsOpen access
Beyond LLM-as-a-Judge: Independence-Aware Heterogeneous Evaluation with Conflict-Gated Verification
Recent empirical studies reveal that large language model (LLM) evaluator ensembles exhibit substantial correlated errors, demonstrating that the independence assumptions underlying classical Condorcet aggregation do not hold for LLM panels. A diverse nine-judge frontier panel ha...
- Society & EconomicsOpen access
Beyond LLM-as-a-Judge: Independence-Aware Heterogeneous Evaluation with Conflict-Gated Verification
Recent empirical studies reveal that large language model (LLM) evaluator ensembles exhibit substantial correlated errors, demonstrating that the independence assumptions underlying classical Condorcet aggregation do not hold for LLM panels. A diverse nine-judge frontier panel ha...