Papers by Asaf Amrami
Word Sense Induction with Neural biLM and Symmetric Patterns (D18-1)
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| Challenge: | Existing methods for word sense induction use a language model to predict probable substitutes for target words. |
| Approach: | They propose to use a language model to predict probable substitutes for target words . they replace the ngram-based language model with a recurrent model to generate strong substitute vectors . |
| Outcome: | The proposed method surpasses the current state-of-the-art on the SemEval 2013 task by a large margin. |
Bootstrapping Relation Extractors using Syntactic Search by Examples (2021.eacl-main)
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| Challenge: | Existing methods for supervised relation extraction still require a large quantity of training data. |
| Approach: | They propose a process for bootstrapping training datasets which can be performed quickly by non-NLP-experts. |
| Outcome: | The proposed method outperforms models trained on manual and distant data augmentation techniques and the search-based approach with the NLG method. |