Papers by Jack Grieve
On learning and representing social meaning in NLP: a sociolinguistic perspective (2021.naacl-main)
Copied to clipboard
| Challenge: | linguistic variation allows for the expression of social meaning, information about the social background and identity of the language user. |
| Approach: | They introduce the concept of social meaning to NLP and discuss how sociolinguistics can inform work on representation learning in NLP. |
| Outcome: | The proposed model can be used to learn social meaning in NLP and identify key challenges. |
Do Word Embeddings Capture Spelling Variation? (2020.coling-main)
Copied to clipboard
| Challenge: | Using word embeddings, we analyze spelling variation in word embeds trained on Twitter and Reddit data. |
| Approach: | They propose a new perspective on the analysis of word embeddings by focusing on spelling variation. |
| Outcome: | The proposed analysis shows that word embeddings encode spelling variation patterns of various types to some extent, even when trained using the skipgram model. |