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Author

Lin-Hai Ma

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Preprint Aug 2026

Factorized Hypothesis Search for Evidence-to-Taxonomy Retrieval

This work proposes Factorized Hypothesis Search (FHS), which maintains multiple partial interpretations over named semantic dimensions that support structured query rendering, multi-hypothesis retrieval, and dimension-level candidate verification.

Lin-Hai Ma, Ethan F. Wei, Xue-Qing Peng et al. · 0 citations
#artificial intelligence Preprint Aug 2026

Assessing Suicide Risk in Arabic Crisis Helpline Calls: A Comparison of Arabic and English Large Language Models

Crisis helplines assess suicide risk through structured interviews, a process that is slow and dependent on operator training and workload. Natural language processing could support risk assessment and call prioritization, but almost no work addresses Arabic-language helpline calls or operates within the privacy constr...

Lin-Hai Ma, Rita El Hachem, Mahatab El Hajj et al. · 0 citations

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