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Machine translation benchmarks have functionally saturated, but pairing human-authored failure cases with deterministic verification rules reveals critical multimodal blind spots that automated metrics consistently miss.
Targeted semantic feature engineering can dramatically enhance sexism detection in memes, but video analysis reveals a surprising sensitivity to feature dimensionality and noise.
