Papers by Nathaniel Krasner
Cross-Lingual Representation Alignment Through Contrastive Image-Caption Tuning (2025.acl-short)
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| Challenge: | Multilingual alignment of sentence representations has mostly required bitexts to bridge the gap between languages. |
| Approach: | They propose to use image captions to implicitly align text representations between languages to make them usable for cross-lingual Natural Language Understanding (NLU) and bitext retrieval. |
| Outcome: | The proposed approach is usable for cross-lingual Natural Language Understanding (NLU) and bitext retrieval. |
Revisiting the Effects of Leakage on Dependency Parsing (2022.findings-acl)
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| Challenge: | Recent work shows that treebank size and linguistic variation are important factors that explain the variation in dependency parsing performance. |
| Approach: | They propose a measure of leakage that explains and correlates with observed performance variation. |
| Outcome: | The proposed measure explains and correlates with observed performance variation. |