Nlao writeup of Borkar 2001
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Jump to navigationJump to searchThis is a review of Borkar_2001_Automatic_Segmentation_of_Text_Into_Structured_Records by user:Nlao.
This is a very solid work with:
- interesting model: nested HMM with parallel path merging
- realistic techniques: absolute disconting, hierarchical feature selection, integrate partial database
- comprehensive evaluation: 2 tasks, 4 datasets, 3 baselines
[minor points]
- failed to evaluate the importance of individual techniques (which is of great interests to the reader)
- the improvment from naive HMM to nested HMM does not seem to worth the effort?
- the path merging process seems to be tedious and suboptimal