Before revision: Systems that generate sentences from (abstract ) meaning representations (AMRs) are typically evaluated using automatic surface matching metrics that compare the generated texts to the texts that were originally given to human annotators to construct AMR meaning representations .
After revision: Systems that generate natural language text from abstract meaning representations such as AMR are typically evaluated using automatic surface matching metrics that compare the generated texts to the texts that were originally given to human annotators to construct AMR meaning representations .