Papers by Jeroen Van Hautte
Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models (D19-61)
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| Challenge: | Word embeddings are an essential component of many natural language processing applications. |
| Approach: | They propose 3 new tasks to obtain higher-quality vectors for word embeddings . they use word forms in training data that are related to word forms themselves . |
| Outcome: | The proposed methods improve the performance of both baseline and advanced models on 4 out of 6 tasks. |