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Discussion
Model outperforms competing approaches
First real use of unsupervised learning for aligning documents with abstracts
Model still has deficiencies:
- a zeal for aligning identical words
- mistakes due to lack of coreference knowledge
- lack of a very powerful transition (jump) model
Future work involves fixing this problems and using the alignments for a real task