# A Dynamic Fusion Model for Consistent Crisis Response

Source: [A Dynamic Fusion Model for Consistent Crisis Response](<https://www.sota2.com/research/paper/68fa7b771e209131cea88a7a>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-04T05:00:04.515Z

Authors: Xiaoying Song, Anirban Saha Anik, Eduardo Blanco, Vanessa Frias-Martinez, Lingzi Hong

Published: 2025-09-01T01:41:52.000Z

## Abstract

In response to the urgent need for effective communication with crisis-affected populations, automated responses driven by language models have been proposed to assist in crisis communications. A critical yet often overlooked factor is the consistency of response style, which could affect the trust of affected individuals in responders. Despite its importance, few studies have explored methods for maintaining stylistic consistency across generated responses. To address this gap, we propose a novel metric for evaluating style consistency and introduce a fusion-based generation approach grounded in this metric. Our method employs a two-stage process: it first assesses the style of candidate responses and then optimizes and integrates them at the instance level through a fusion process. This enables the generation of high-quality responses while significantly reducing stylistic variation between instances. Experimental results across multiple datasets demonstrate that our approach consistently outperforms baselines in both response quality and stylistic uniformity.

## Recorded benchmark results

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

- [Crisis Response Generation on Twitter](<https://www.sota2.com/research/sota/crisis-response-generation-on-twitter.md>): Crisis response generation; Twitter; Professionalism: 99.

- [Crisis response generation on Earthquake and Typhoon cross-crisis scenarios](<https://www.sota2.com/research/sota/crisis-response-generation-on-earthquake-and-typhoon-cross-crisis-scenarios.md>): Crisis response generation; Earthquake and Typhoon cross-crisis scenarios generalization Llama-3.1-8B-Instruct; Professionalism Score: 1.

## Original sources and implementation

[Original paper](<https://arxiv.org/abs/2509.01053>)

[PDF](<https://arxiv.org/pdf/2509.01053.pdf>)