Tree substition grammars (TSGs) have potential advantages over regular context-free grammars (CFGs), but there is no obvious way to learn these grammars.
learning procedures are not able to take direct advantage of manually annotated corpora like the Penn Treebank, which are not marked for derivations and thus assume a standard CFG.