technique

Natural Language Processing

techniqueactiveprovisionalnatural-language-processing-51fd4b8b·1 events·first seen 15d ago

Aliases: Natural Language Processing

Co-occurring entities

LLM-assisted theme discovery pipeline Conners' Teacher Rating Scale-Revised Short Form ADHD

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4arXiv · cs.CL·15d ago·source ↗

LLM-Assisted Discovery of ADHD Signals in Turkish Teacher Narratives Beyond Rating Scales

This study analyzes de-identified Turkish teacher evaluation forms from clinical ADHD assessments, comparing predictive signals from structured rating scales (CTRS-R:S) and open-ended teacher narratives. The authors find that structured and narrative information encode complementary signals, with minimal overlap between cases missed by each modality. An LLM-assisted theme discovery pipeline reveals distinct attention, behavioral, and family-related patterns in narratives that structured scales miss, demonstrating NLP's potential to augment traditional ADHD screening.

Evaluation and Benchmarking Enterprise Deployment Patterns LLM-assisted theme discovery pipeline Natural Language Processing Conners' Teacher Rating Scale-Revised Short Form +1 more