Papers by Vanessa Frias-Martinez
A Dynamic Fusion Model for Consistent Crisis Response (2025.findings-emnlp)
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| Challenge: | a critical yet often overlooked factor is the consistency of response style . few studies have explored methods for maintaining stylistic consistency across generated responses . |
| Approach: | They propose a metric for evaluating style consistency and introduce a method for fusion-based generation . |
| Outcome: | The proposed method outperforms baselines in response quality and stylistic uniformity. |