somelvlm.github.io - SoMeLVLM: A Large Vision Language Model for Social Media Processing

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Description: SoMeLVLM

social media (9431) llm (253) computational social science (30) large vision language model (2)

Example domain paragraphs

An illustration of Our Social Media Cognitive Framework. We build a cognitive pyramid based on Bloom's Taxonomy, including cognitive levels of Knowledge & Comprehension, Application, Analysis, Evaluation, and Creation. These cognitive abilities are derived from different types of users on social media and represent different levels of demands for information processing.

The growth of social media, characterized by its multimodal nature, has led to the emergence of diverse phenomena and challenges, which calls for an effective approach to uniformly solve automated tasks.

The powerful Large Vision Language Models make it possible to handle a variety of tasks simultaneously, but even with carefully designed prompting methods, the general domain models often fall short in aligning with the unique speaking style and context of social media tasks.

Links to somelvlm.github.io (4)

• alarm-fdu.github.io ALaRM: Align Language Models via Hierarchical Rewards Modeling
• xymou.github.io Xinyi Mou
• brucelyu17.github.io Hanjia Lyu's Home Page
• lishi905.github.io Xinnong Zhang’s Homepage