Papers with violence risk assessment
Cognitive Linguistic Identity Fusion Score (CLIFS): A Scalable Cognition‐Informed Approach to Quantifying Identity Fusion from Text (2025.emnlp-main)
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| Challenge: | Existing methods for measuring identity fusion are limited and require controlled surveys or direct field contact. |
| Approach: | They propose a new metric that integrates cognitive linguistics with large language models to measure identity fusion. |
| Outcome: | The proposed metric outperforms existing methods and human annotations in violence risk assessment. |