Papers by Tal Yarkoni
Language as a fingerprint: Self-supervised learning of user encodings using transformers (2022.findings-emnlp)
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| Challenge: | Existing studies on individual differences and language representations focused on predicting selected attributes from text or conditioning text representations on author attributes. |
| Approach: | They propose a self-supervised approach to learning language-based user encodings using transformers. |
| Outcome: | The proposed model can pick up on complex linguistic signatures of users and infer rich information about them. |