Papers by Sean T. Minton
CRADLE Bench: A Clinician-Annotated Benchmark for Multi-Faceted Mental Health Crisis and Safety Risk Detection (2026.eacl-long)
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| Challenge: | Existing language models fail to detect high-risk situations such as suicide ideation and child abuse . |
| Approach: | They propose a benchmark for multi-faceted mental health crisis detection that incorporates temporal labels. |
| Outcome: | The proposed benchmark significantly outperforms single-model annotations on social media posts and development examples. |