Papers by Seren Yenikent
What Motivates You? Benchmarking Automatic Detection of Basic Needs from Short Posts (2021.acl-short)
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| Challenge: | According to the self-determination theory, the levels of satisfaction of three basic needs (competence, autonomy and relatedness) have implications on people’s everyday life and career. |
| Approach: | They propose to model a task that automatically detects three basic needs on short posts in English and then apply them to a binary task. |
| Outcome: | The proposed model achieves similar performance as a trained human annotator in the real-world. |
Why Is MBTI Personality Detection from Texts a Difficult Task? (2021.eacl-main)
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| Challenge: | Automatic detection of the four MBTI personality dimensions from texts has attracted noticeable attention from the natural language processing and computational linguistic communities. |
| Approach: | They propose to use a questionnaire-based personality assessment to provide more objective assessment of one's personality than traditional questionnaires. |
| Outcome: | The proposed systems rarely outperform the majority-class baseline despite large datasets and high levels of noise in training datasets. |
A Survey of Automatic Personality Detection from Texts (2020.coling-main)
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| Challenge: | Personality profiling has long been used in psychology to predict life outcomes. |
| Approach: | They present the trajectory of automatic personality detection from purely psychology approaches to the latest purely natural language processing approaches on large social media datasets. |
| Outcome: | The proposed models have been compared with the most recent approaches on large social media datasets. |