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Prof.Neeraj Bhargava
Abhishek Kumar
Department of Computer Science
School of Engineering & System Sciences,
MDS, University Ajmer, Rajasthan, India
1
๏ฝ We also want trees that cover the input
words.
๏ฝ Start with trees that link up with the words
๏ฝ Then work your way up from there to larger
and larger trees.
2
3
๏ฝ Top-down
โ—ฆ Only searches for trees that can be Sโ€™s
โ—ฆ But also suggests trees that are not consistent with
any of the words
๏ฝ Bottom-up
โ—ฆ Only forms trees consistent with the words
โ—ฆ But suggests trees that make no sense globally
4
๏ฝ Which node to try to expand next
๏ฝ Which grammar rule to use to expand a
node
๏ฝ One approach: exhaustive search of the
space of possibilities
๏ฝ Not feasible
โ—ฆ Time is exponential in the number of non-
terminals
โ—ฆ LOTS of repeated work, as the same constituent is
created over and over (shared sub-problems)
5
๏ฝ DP search methods fill tables with partial
results and thereby
โ—ฆ Avoid doing avoidable repeated work
โ—ฆ Solve exponential problems in polynomial time
(well, no not really โ€“ weโ€™ll return to this point)
โ—ฆ Efficiently store ambiguous structures with
shared sub-parts.
๏ฝ Weโ€™ll cover two approaches that roughly
correspond to bottom-up and top-down
approaches.
โ—ฆ CKY
โ—ฆ Earley โ€“ we will mention this, not cover it in
detail
6

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Bottom up parsing

  • 1. Prof.Neeraj Bhargava Abhishek Kumar Department of Computer Science School of Engineering & System Sciences, MDS, University Ajmer, Rajasthan, India 1
  • 2. ๏ฝ We also want trees that cover the input words. ๏ฝ Start with trees that link up with the words ๏ฝ Then work your way up from there to larger and larger trees. 2
  • 3. 3
  • 4. ๏ฝ Top-down โ—ฆ Only searches for trees that can be Sโ€™s โ—ฆ But also suggests trees that are not consistent with any of the words ๏ฝ Bottom-up โ—ฆ Only forms trees consistent with the words โ—ฆ But suggests trees that make no sense globally 4
  • 5. ๏ฝ Which node to try to expand next ๏ฝ Which grammar rule to use to expand a node ๏ฝ One approach: exhaustive search of the space of possibilities ๏ฝ Not feasible โ—ฆ Time is exponential in the number of non- terminals โ—ฆ LOTS of repeated work, as the same constituent is created over and over (shared sub-problems) 5
  • 6. ๏ฝ DP search methods fill tables with partial results and thereby โ—ฆ Avoid doing avoidable repeated work โ—ฆ Solve exponential problems in polynomial time (well, no not really โ€“ weโ€™ll return to this point) โ—ฆ Efficiently store ambiguous structures with shared sub-parts. ๏ฝ Weโ€™ll cover two approaches that roughly correspond to bottom-up and top-down approaches. โ—ฆ CKY โ—ฆ Earley โ€“ we will mention this, not cover it in detail 6