149 citations · 487 across the 18 of their papers we have counts for
3 papers · 1 filter
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models
Avi Singh, John D. Co-Reyes, Rishabh Agarwal +38
Fine-tuning language models~(LMs) on human-generated data remains a prevalent practice. However, the performance of such models is often limited by the quantity and diversity of hi…
The Progression of Disparities within the Criminal Justice System: Differential Enforcement and Risk Assessment Instruments
Miri Zilka, Riccardo Fogliato, Jiri Hron +3
Algorithmic risk assessment instruments (RAIs) increasingly inform decision-making in criminal justice. RAIs largely rely on arrest records as a proxy for underlying crime. Problem…
Optimising Human-Machine Collaboration for Efficient High-Precision Information Extraction from Text Documents
Bradley Butcher, Miri Zilka, Darren Cook +2
While humans can extract information from unstructured text with high precision and recall, this is often too time-consuming to be practical. Automated approaches, on the other han…