Before revision:  Grounded generation models appear to offer remedies, but their training typically relies on rarely-available parallel data where corresponding  documents are provided for context.
After revision:  Grounded generation models appear to offer remedies, but their training typically relies on rarely-available parallel data where corresponding information-relevant documents are provided for context.