An approach to the CLPsych 2018 shared task using top-down text representation and simple bottom-up model selection

Arts & Humanities

• Model Selection 100%
• Psychological Distress 97%
• Bottom-up 72%
• Top-down 71%
• Anxiety 70%
• Psychology 60%
• Computational Linguistics 53%
• Data-driven 45%
• Child Development 41%
• Mental Health 37%
• Dictionary 29%

Social Sciences

• clinical psychology 79%
• computational linguistics 47%
• anxiety 41%
• psycholinguistics 38%
• dictionary 35%
• mental health 22%
• literature 13%

Engineering & Materials Science

• Computational linguistics 92%
• Glossaries 63%
• Health 48%