Intermediate Annotations Sample Clauses

Intermediate Annotations. ‌ As mentioned earlier, MT systems discover translation rules by mining parallel corpora. Fortunately, there are several naturally occurring sources of human-translated text, such as news articles, transcriptions of government proceedings, technical manuals, or commercial websites, all of which are regularly published in multiple languages. Therefore, for many language pairs, parallel corpora are widely available. Unfortunately, though, translations are generally not marked with how they decompose into smaller units, such as the trans- lation rules we wish to learn. For example, all the rules from Figure 1.1 can be derived by carving out fragments of the sentence pair in Figure 1.2a, but from the sentences alone, there’s no way to know which fragments make up valid partial translations. Typically, we simplify the problem slightly by assuming that our parallel corpora are aligned at the sentence level;2 that is, each sentence in our data is part of a pair of sentences, each of which is a direct translation of the other.3 This still leaves us with two questions: first, which individual phrases within the sentence pair form valid pieces of the overall translation? Second, for systems that use syntactic information, what are the appropriate categories to assign to our translation fragments?
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