to-left model, fight will receive its more common noun tagging by symmetric reasoning.
the bidirectional model (c) discussed in the next section makes both directions available for conditioning at all locations, using replicated models of P(t 0 |t −1 , t +1 , w 0 ), and will be able to get this example correct.