Structured prediction
Structured prediction is an umbrella term for tasks that involve predicting structured outputs, rather than individual values. This unit covers two such tasks: sequence labelling, the task of mapping an input sequence to an output sequence, and dependency parsing, the task of mapping a sentence to a representation of its syntactic structure in the form of a dependency tree. The lectures introduce several technical approaches and concrete algorithms for these tasks.
Video lectures
Reading
- Eisenstein (2019), chapters 7–8, sections 2.3.1–2.3.2
- Eisenstein (2019), chapter 11