 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 .
<clarity>  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 .
 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 .