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CYK algorithm
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==== Probabilistic CYK (for finding the most probable parse) ==== Allows to recover the most probable parse given the probabilities of all productions. <div class="mw-collapsible-content"> '''let''' the input be a string ''I'' consisting of ''n'' characters: ''a''<sub>1</sub> ... ''a''<sub>''n''</sub>. '''let''' the grammar contain ''r'' nonterminal symbols ''R''<sub>1</sub> ... ''R''<sub>''r''</sub>, with start symbol ''R''<sub>1</sub>. '''let''' ''P''[''n'',''n'',''r''] be an array of real numbers. Initialize all elements of ''P'' to zero. '''let''' ''back''[''n'',''n'',''r''] be an array of backpointing triples. '''for each''' ''s'' = 1 to ''n'' '''for each''' unit production ''R''<sub>''v''</sub> →''a''<sub>''s''</sub> '''set''' ''P''[''1'',''s'',''v''] = Pr(''R''<sub>''v''</sub> →''a''<sub>''s''</sub>) '''for each''' ''l'' = 2 to ''n'' ''-- Length of span'' '''for each''' ''s'' = 1 to ''n''-''l''+1 ''-- Start of span'' '''for each''' ''p'' = 1 to ''l''-1 ''-- Partition of span'' '''for each''' production ''R''<sub>''a''</sub> → ''R''<sub>''b''</sub> ''R''<sub>''c''</sub> prob_splitting = Pr(''R''<sub>''a''</sub> →''R''<sub>''b''</sub> ''R''<sub>''c''</sub>) * ''P''[''p'',''s'',''b''] * ''P''[''l''-''p'',''s''+''p'',''c''] '''if''' prob_splitting > ''P''[''l'',''s'',''a''] '''then''' '''set''' ''P''[''l'',''s'',''a''] = prob_splitting '''set''' ''back''[''l'',''s'',''a''] = <p,b,c> '''if''' ''P''[n,''1'',''1''] > 0 '''then''' find the parse tree by retracing through ''back'' '''return''' the parse tree '''else''' '''return''' "not a member of language" </div> </div>
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