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Itai Mondshine

4 accepted papers

2025

Beyond English: The Impact of Prompt Translation Strategies across Languages and Tasks in Multilingual LLMs

NAACL 2025findings

Despite advances in the multilingual capabilities of Large Language Models (LLMs) across diverse tasks, English remains the dominant language for LLM research and development. So, when working with a different language, this has led to the widespread practice of pre-translation, i.e., translating th…

2025

Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization

ACL 2025long

Automatic N-gram based metrics such as ROUGE are widely used for evaluating generative tasks such as summarization. While these metrics are considered indicative (even if imperfect), of human evaluation for English, their suitability for other languages remains unclear. To address this, in this pape…

2024

HeSum: a Novel Dataset for Abstractive Text Summarization in Hebrew

ACL 2024findings

While large language models (LLMs) excel in various natural language tasks in English, their performance in low-resource languages like Hebrew, especially for generative tasks such as abstractive summarization, remains unclear. The high morphological richness in Hebrew adds further challenges due to…

2023

HeGeL: A Novel Dataset for Geo-Location from Hebrew Text

ACL 2023findings

The task of textual geolocation — retrieving the coordinates of a place based on a free-form language description — calls for not only grounding but also natural language understanding and geospatial reasoning. Even though there are quite a few datasets in English used for geolocation, they are curr…