Before revision:  Simply truncating a long document or applying the sparse attention mechanism will incur the context fragmentation problem or  inferior modeling capability with comparable model size .
After revision:  Simply truncating a long document or applying the sparse attention mechanism will incur the context fragmentation problem or inferior modeling capability against comparable model sizes .