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Is there any theory for mathematically judging the quality of a parallel corpus before running it through a machine translation pipeline?

The performance of a machine translation system is highly impacted by the parallel corpus it is trained on. Therefore, as we all know, a good quality normalized and (ideally) noise-free corpus is ...
Musfiqur Rahman's user avatar
4 votes
2 answers
432 views

Probabilities for 2-grams are higher than 1-grams in arpa file produced by kenlm

I'm using the 1 billion word language corpus to build a model with 1 and 2-grams. When using the lmplz program that comes with kenlm, I noticed that the arpa file seems to have higher probabilities ...
kristianp's user avatar
  • 141
2 votes
0 answers
59 views

Generalisations which a bi-gram probabilistic model might infer from a dataset

I have the following exam question for a machine translation course: From my understanding, I assume the answer is looking for incorrect English grammar which get discovered by bi-grams. So the ...
TomSelleck's user avatar
4 votes
1 answer
142 views

Automated methods to align text

I have an assignment for my machine translation class which involves using the different language versions of websites as parallel corpora. The problem is the text isn't properly aligned. For example:...
TomSelleck's user avatar