There have also been several classical studies based on nonneural approaches to headline generation (Woodsend et al., 2010;Alfonseca et al., 2013;Colmenares et al., 2015), but they basically addressed sentence compression after extracting important linguistic units such as phrases.
their methods can still yield erroneous output, although they would be more controllable than neural models.