Correlations of model rankings across benchmark dimensions, instances, and math benchmarks show substantial redundancy, with rank correlations saturating at around 50% of instances in most benchmarks.
Bottom-50 Redun- dancy: • A clear pattern emerges when comparing the Top-50 and Bottom-50 redundancy maps
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Redundancy Principles for MLLMs Benchmarks
Correlations of model rankings across benchmark dimensions, instances, and math benchmarks show substantial redundancy, with rank correlations saturating at around 50% of instances in most benchmarks.