Before revision:  PolicyIE corpus is a challenging  benchmark with limited labeled examples reflecting the cost of collecting large-scale annotations  .
After revision:  PolicyIE corpus is a challenging benchmark with limited labeled examples reflecting the cost of collecting large-scale annotations from domain experts .