Comparison of Agreement Ratios Sample Clauses

Comparison of Agreement Ratios. We introduce agreement ratio to measure to what extent two unidirectional models agree on phrase alignment: ratio = 2|→−m∗ ∩ ←m−∗| . (33) |→−m∗| + |←m−∗| Figure 4 shows the agreement ratios of inde- pendent training (“no agreement”), joint training with the outer agreement (“outer”), and joint train- ing with the inner agreement (“inner”). We find that independently trained unidirectional models hardly agree on phrase alignment, suggesting that each model can only capture partial aspects of translation modeling on non-parallel corpora. In contrast, imposing the agreement term signifi- cantly increases the agreement ratios: after 10 it- erations, about 40% of phrase alignment links are shared by two models.
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