Papers by Bénédicte Pierrejean
Towards Qualitative Word Embeddings Evaluation: Measuring Neighbors Variation (N18-4)
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| Challenge: | Using extrinsic evaluation methods, embeddings are evaluated on a specific task such as part-of-speech tagging or named-entity recognition. |
| Approach: | They propose a method to study the variation between word embeddings models trained with only one parameter by observing the distributional neighbors variation. |
| Outcome: | The proposed method shows that changing only one parameter can have a massive impact on a given semantic space. |