Instruction-Tuned From survey PDF — verify links
Sherlock
Sherlock — Structured Extraction
ACM Web Conf · 2025Human-reviewed summary status
Survey summary
Sherlock tackles Multi-scene Video Abnormal Event Extraction and Localization (M-VAE): a Global-local Spatial-enhanced MoE module extracts subject/event-type/object/scene quadruples using global-local spatial modeling, while a Spatial Imbalance Regulator balances the mixture-of-experts against skewed spatial-information frequencies.
Taxonomy placement
Instruction-Tuned
Instruction-TunedStructured Extraction
Method characteristics
Instruction-TunedMulti-sceneQuadruple extractionSpatial experts