For example, P(|) is relatively high,but P(|) would be very low.
The four parts of the program are:
We could create a better language model by collecting more data, and perhaps byusing a little English morphology (such as adding "ility" or "able" to the end of a word).
That gives us:Now it is time to evaluate how well this program does.
For example, if theinput is "electroencephalographicallz", a good correction would be tochange the final "z" to an "y", even though"electroencephalographically" is not in our dictionary.
But we'll leave that for another day...
This is most obvious when there is a word that appearsin the dictionary, but the test set says it should be corrected toanother word anyway:We can't possibly know that should be'were' in at least one case, but should remain 'where' in other cases.
We could also decide what dialect we are trying to train for.
For example, allowing only the insertion ofa vowel next to another vowel, or the replacement of a vowel foranother vowel, or replacing close consonants like "c" to "s" wouldhandle almost all these cases.
And this list is far away of being complete!
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