The experiments is somewhat weak.
1) The main contribution of this paper lies in the structure-aware encoder-based model for seed lexicon induction, there should be an experiment to study the quality of seed lexicon.
2) While the paper focuses on bilingual lexicon induction, it would be beneficial to include a downstream task, such as cross-lingual Natural Language Inference (NLI), to demonstrate the potential impact of the proposed method on downstream applications. This would provide further insights into the effectiveness of the approach beyond the specific lexicon induction task.
1) The main contribution of this paper lies in the structure-aware encoder-based model for seed lexicon induction, there should be an experiment to study the quality of seed lexicon.