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Yujia Peng

3 accepted papers

2025

Tracking Life’s Ups and Downs: Mining Life Events from Social Media Posts for Mental Health Analysis

ACL 2025long

Social media platforms possess considerable potential in the realm of exploring mental health. Previous research has indicated that major life events can greatly impact individuals’ mental health. However, due to the complexity and ambiguity nature of life events, shedding its light on social media…

Cited by 0SourcePDFScholar
2024

Mapping Long-term Causalities in Psychiatric Symptomatology and Life Events from Social Media

NAACL 2024long

Social media is a valuable data source for exploring mental health issues. However, previous studies have predominantly focused on the semantic content of these posts, overlooking the importance of their temporal attributes, as well as the evolving nature of mental disorders and symptoms.In this pap…

Cited by 0SourcePDFScholar
2023

MEWL: Few-shot multimodal word learning with referential uncertainty

ICML 2023poster

Without explicit feedback, humans can rapidly learn the meaning of words. Children can acquire a new word after just a few passive exposures, a process known as fast mapping. This word learning capability is believed to be the most fundamental building block of multimodal understanding and reasoning…