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On the Limitations of Unsupervised Bilingual Dictionary Induction

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Figure

Figure 1: Nearest neighbor graphs.
Table 1: Languages in Conneau et al. (2018) andin our experiments (lower half)
Figure 2: Influence of language-pair andwhere(en-es/fi/hu).(g)-(i) domain similarity on BLI performance, with three language pairs Top row, (a)-(c): Domain similarity (higher is more similar) computed as dsim = 1 − JS, JS is Jensen-Shannon divergence; Middle row, (d)-(f): baseline BLI model which learns a linearmapping between two monolingual spaces based on a set of identical (i.e., shared) words; Bottom row,: fully unsupervised BLI model relying on the distribution-level alignment and adversarial training.Both BLI models apply the Procrustes analysis and use CSLS to retrieve nearest neighbours.
Table 4: P@1 × 100% scores for query words withdifferent parts-of-speech.
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