Papers by Marco Zocca
Experience Report: Implementing Machine Translation in a Regulated Industry (2025.emnlp-industry)
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| Challenge: | a global medical technology company has invested substantial resources in translating content into the various languages required across their global markets. |
| Approach: | They propose to use human-in-the-loop validation to evaluate machine translation systems in a medical technology company. |
| Outcome: | The proposed method dominates reviewer preference across all languages and tones of interest, the authors show . the "Gold" control ranks poorly in one language and the lower ranks have high variance. |
Natural Language Annotations for Reasoning about Program Semantics (2023.findings-emnlp)
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| Challenge: | Xu et al., 2022) and Tafjord eet . al. 2021) have shown that programming assistants can explain their work by grounding natural language inference in code. |
| Approach: | They propose a dataset and protocol for annotating programs with natural language predicates at a finer granularity than code comments without relying on internal compiler representations. |
| Outcome: | The proposed method can be used to ground natural language inference in code without static analysis and without internal compiler representations. |