Research demonstrates custom transformer models improve ASW text analysis accuracy, suggesting enhanced insights for identifying sex trafficking victims.
Key Points
Custom transformer models achieve higher accuracy and recall than traditional models like BERT-base in ASW text analysis.
The use of emojis in ASW ad text complicates analysis, but our models effectively interpret these within the trafficking context.
Efficient training methods allow custom models to be developed with minimal GPU resources while maintaining high performance.
Our analysis includes decomposing graph components and clustering ASW ad text, leading to actionable insights in combatting sex trafficking.