
Fighting Modern Slavery with AI
Using LLMs to analyze corporate compliance statements
This research introduces AIMS.au, a new dataset and framework for analyzing corporate modern slavery statements using Large Language Models.
- Created a specialized dataset of 120 Australian corporate statements with expert annotations
- Developed a framework to identify concrete countermeasures vs. vague claims
- Achieved 90%+ accuracy in detecting high-quality statements using fine-tuned LLMs
- Enables automated screening of thousands of corporate statements annually
For legal professionals, this represents a breakthrough in enforcing modern slavery legislation, allowing efficient identification of companies taking genuine action versus those making empty promises.
AIMS.au: A Dataset for the Analysis of Modern Slavery Countermeasures in Corporate Statements