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evaluation-protocols

topic2 events

papersSEP 10 04:00 UTC

Annotator disagreement in temporal laughter localization found to be structured, not random

A new paper studies how human labelers disagree about the precise onset and boundaries of laughter when annotating audio. The authors show that this disagreement follows systematic patterns rather than acting as random noise, challenging the common practice of scoring temporal laughter localization against a single reference annotation. They argue that evaluation protocols should instead account for the structured nature of annotator disagreement.

audio/annotation/benchmarks/research

papersSEP 10 04:00 UTC

Benchmarks and Evaluation Protocols Skew Results in Provenance-Based Intrusion Detection

A study examines how the choice of benchmark and evaluation protocol affects reported performance of provenance-based intrusion detection systems, showing that conclusions about detector effectiveness can shift substantially depending on these decisions. The authors caution that favorable results may reflect testing setup rather than true detection capability, and outline practices for more rigorous evaluation.

security/benchmarks/evaluation/intrusion-detection