Papers by Bono Po-Jen Shih
LLM-MC-Affect: LLM-Based Monte Carlo Modeling of Affective Trajectories and Latent Ambiguity for Interpersonal Dynamic Insight (2026.acl-long)
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Yu-Zheng Lin, Bono Po-Jen Shih, John Paul Martin Encinas, Elizabeth Victoria Achom, Karan Patel, Jesus Horacio Pacheco, Sicong Shao, Jyotikrishna Dass, Soheil Salehi, Pratik Satam
| Challenge: | Emotional coordination is a core property of human interaction that shapes relational meaning . prior approaches treat sentiment as a deterministic point estimate for individual speakers . scalable and deployable approach extends beyond education to broader social and behavioral research . |
| Approach: | They propose a probabilistic framework that characterizes emotion as a latent probability distribution defined over an affective space. |
| Outcome: | The proposed framework characterizes emotion as a latent probability distribution defined over affective space. |