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Fortunately, Discourse Markers Can Enhance Language Models for Sentiment Analysis



Liat Ein-Dor , Ilya Shnayderman , Artem Spector , Lena Dankin , Ranit Aharonov , Noam Slonim


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YASO: A New Benchmark for Targeted Sentiment Analysis



Matan Orbach , Orith Toledo-Ronen , Artem Spector , Ranit Aharonov , Yoav Katz , Noam Slonim

* For the associated TSA corpus, see https://www.research.ibm.com/haifa/dept/vst/debating_data.shtml#Targeted%20Sentiment%20Analysis 

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Multilingual Argument Mining: Datasets and Analysis



Orith Toledo-Ronen , Matan Orbach , Yonatan Bilu , Artem Spector , Noam Slonim

* Accepted to Findings of EMNLP 2020 (Long Paper). For the associated multilingual arguments and evidence corpus, see https://www.research.ibm.com/haifa/dept/vst/debating_data.shtml#Multilingual%20Argument%20Mining 

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Fast End-to-End Wikification



Ilya Shnayderman , Liat Ein-Dor , Yosi Mass , Alon Halfon , Benjamin Sznajder , Artem Spector , Yoav Katz , Dafna Sheinwald , Ranit Aharonov , Noam Slonim


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Learning Concept Abstractness Using Weak Supervision



Ella Rabinovich , Benjamin Sznajder , Artem Spector , Ilya Shnayderman , Ranit Aharonov , David Konopnicki , Noam Slonim

* 6 pages, EMNLP 2018 

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