האקדמית ת"א יפו > ד"ר אלה רבינוביץ
מדעי המחשב תואר ראשון
בשנת 2018 קיבלה את הדוקטורט שלה מבית הספר למדעי המחשב שבאוניברסיטת חיפה, ובשנת 2020 סיימה פוסט דוקטורט באוניברסיטת טורונטו שבקנדה. משנת 2022 היא חברה בסגל בית הספר למדעי המחשב שבמכללה.
תחום מחקרה המרכזי של ד"ר רבינוביץ הוא עיבוד שפה טבעית (Natural Language Processing). היא משתמשת במודלים של שפה ושל למידה חישובית כדי לחקור שאלות בין־תחומיות הנושקות לתחומים שונים, כמו מדעי החברה, מדעי המגדר ופסיכו־בלשנות. בעזרת שאלות אלה היא מפתחת מודלים שמזהים דוברי שפה זרה ומנתחים תופעות לשוניות ייחודיות לדוברים אלה, או מודלים שמזהים מאפייני שפה ייחודיים של קהילות, שלהן מכנה משותף אחר, כמו מגדר והשתייכות פוליטית.
בנוסף למשרתה במכללה, ד"ר אלה רבינוביץ עובדת במעבדות המחקר של יב"מ בתחום של עיבוד שפה טבעית ובינה מלאכותית.
עיבוד שפה טבעית (natural language processing)
עיבוד שפה טבעית (natural language processing)
מדעי הנתונים (data science)
Ella Rabinovich, Matan Vetzler, Samuel Ackerman, Ateret Anabi-Tavor. Reliable and Interpretable Drift Detection in Streams of Short Texts. In proceedings of Association for Computational Linguistics (ACL), industry track, 2023
Ella Rabinovich and Boaz Carmeli. Exploration of the Usage of Color Terms by Color-blind Participants in Online Discussion Platforms. In proceedings of Empirical Methods in Natural Language Processing (EMNLP), 2022
Ella Rabinovich, Matan Vetzler, David Boaz, Vineet Kumar, Gaurav Pandey, Ateret Anaby Tavor. Gaining Insights into Unrecognized User Utterances in Task-Oriented Dialog Systems. In proceedings of Empirical Methods in Natural Language Processing (EMNLP), industry track, 2022
Ofer Lavi, Ella Rabinovich, Segev Shlomov, David Boaz, Inbal Ronen, Ateret Anaby-Tavor. We've had this conversation before: A Novel Approach to Measuring Dialog Similarity. In proceedings of Empirical Methods in Natural Language Processing (EMNLP), 2021
Ella Rabinovich, Hila Gonen, Suzanne Stevenson. Pick a Fight or Bite your Tongue: Investigation of Gender Differences in Figurative Language Usage.
In proceedings of International Conference on Computational Linguistics (COLING), 2020
Ella Rabinovich, Yang Xu, Suzanne Stevenson. The Typology of Polysemy: A Multilingual Distributional Framework. In proceedings of Conference on Cognitnive Science (CogSci), 2020
Maria Ryskina, Ella Rabinovich, Taylor Berg-Kirkpatrick, David Mortensen, Yulia Tsvetkov. Distributional Semantic Analysis of Neologisms and Their Semantic Neighborhoods.. In proceedings of Scociety for Computation in Linguistics, 2020
Ella Rabinovich, Julia Watson, Barend Beekhuizen, Suzanne Stevenson. Say Anything: Automatic Semantic Infelicity Detection in L2 English Indefinite Pronouns. In proceedings of ACL's Special Interest Group on Natural Language Learning (CoNLL), 2019. (Best Paper Award for Research Inspired by Human Language Learning and Processing)
Ella Rabinovich, Masih Sultani, Suzanne Stevenson. CodeSwitch-Reddit: Exploration of Written Multilingual Discourse in Online Discussion Forums. In proceedings of Empirical Methods in Natural Language Processing (EMNLP), 2019
Ella Rabinovich, Benjamin Sznajder, Artem Spector, Ilya Shnayderman, Ranit Aharonov, David Konopnicki, Noam Slonim. Learning Concept Abstractness Using Weak Supervision. In proceedings of Empirical Methods in Natural Language Processing (EMNLP), 2018
Gili Goldin, Ella Rabinovich, Shuly Wintner. Native Language Identification with User Generated Content. In proceedings of Empirical Methods in Natural Language Processing (EMNLP), 2018
Haggai Roitman, Ella Rabinovich, Oren Sar-Shalom. As Stable As You Are: Re-ranking Search Results using Query-Drift Analysis.
Hypertext and Social Media, 2018
Ella Rabinovich, Noam Ordan, Shuly Wintner. Found in Translation: Reconstructing Phylogenetic Language Trees from Translations. In Proceedings of the Association for Computational Linguistics (ACL), 2017
Ella Rabinovich, Shachar Mirkin, Raj N. Patel, Lucia Specia, Shuly Wintner. Personalized Machine Translation: Preserving Original Author Traits. In Proceedings of European Chapter of the Association for Computational Linguistics (EACL), 2017
Haggai Roitman, Shay Hummel, Ella Rabinovich, Benjamin Sznajder, Noam Slonim, Ehud Aharoni. On the Retrieval of Wikipedia Articles Containing Claims on Controversial Topics. In Proceedings of World Wide Web Conference (WWW) Companion Volume, 2016
Ella Rabinovich, Sergiu Nisioi, Noam Ordan, Shuly Wintner. On the Similarities Between Native, Non-native and Translated Texts. In Proceedings of Association for Computational Linguistics (ACL), 2016
Yael Anava, Anna Shtok, Oren Kurland, Ella Rabinovich. A Probabilistic Fusion Framework. In proceedings of The Conference on Information and Knowledge Management (CIKM), 2016
Sergiu Nisioi, Ella Rabinovich, Liviu P. Dinu, Shuly Wintner. A Corpus of Native, Non-native and Translated Texts. In Proceedings of Language Resources and Evaluation Conference (LREC), 2016
Ella Rabinovich, Shuly Wintner, Ofek Luis Lewinsohn. A Parallel Corpus of Translationese. In Proceedings of Conference on Intelligent Text Processing and Computational Linguistics (CICLing), 2015
Ella Rabinovich, Ofri Rom, Oren Kurland. Utilizing relevance feedback in fusion-based retrieval. In Proceedings of ACM Special Interest Group in Information Retrieval (SIGIR), 2014
Rewriting framework for event processing optimization. Ella Rabinovich, Opher Etzion, Avigdor Gal. In Proceedings of Distributed Event-based Systems (DEBS), 2014
Mark H. Linehan, Sylvain Dehors, Ella Rabinovich, Fabiana Fournier. Controlled English language for production and event processing rules. In Proceedings of Distributed Event-based Systems (DEBS), 2011
Opher Etzion, Ella Rabinovich, Inna Skarbovsky. Non functional properties of event processing. In Proceedings of Distributed Event-based Systems (DEBS), 2011
Yonit Magid, Guy Sharon, Sarit Arcushin, Idan Ben-Harrush, Ella Rabinovich. Industry experience with the IBM Active Middleware Technology Complex Event Processing Engine. In Proceedings of Distributed Event-based Systems (DEBS), 2010
Ella Rabinovich, Opher Etzion, Sitvanit Ruah, Sarit Archushin. Analyzing the behavior of event processing applications. In Proceedings of Distributed Event-based Systems (DEBS), 2010
Opher Etzion, Yonit Magid, Ella Rabinovich, Inna Skarbovsky, Nir Zolotorevsky. Context aware computing and its utilization in event-based systems. In Proceedings of Distributed Event-based Systems (DEBS), 2010
Yonit Magid, Asaf Adi, Maya Barnea, David Botzer, Ella Rabinovich. Application Generation Framework for Real-Time Complex Event Processing. In Proceedings of Computer Software and Applications (COMPSAC), 2008
Jai Aggarwal, Ella Rabinovich, Suzanne Stevenson. Exploration of Gender Differences in COVID-19 Discourse on Reddit. In proceedings of NLP COVID-19 Workshop at the Association for Computational Linguistics (ACL), ACL 2020
Cormac Hampson, Ella Rabinovich, Sara Porat, Maya Koleva, Ivan Uzunov, Owen Conlan. PreMapper: Improving Entity Extraction Accuracy in the Digital Humanities. In Proceedings of PATCH'14 Workshop, IUI, 2014
Maristella Agosti, Nicola Ferro, Sara Porat, Ella Rabinovich. Enhancing Digital Cultural Heritage Collections with Social Network Capabilities. In Proceedings of PATCH'14 Workshop, IUI, 2014
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