5 papers
BiMind: A Dual-Head Reasoning Model with Attention-Geometry Adapter for Incorrect Information Detection
Zhongxing Zhang, Emily K. Vraga, Jisu Huh +1
Incorrect information poses significant challenges by disrupting content veracity and integrity, yet most detection approaches struggle to jointly balance textual content verificat…
ReasonScaffold: A Scaffolded Reasoning-based Annotation Protocol for Human-AI Co-Annotation
Smitha Muthya Sudheendra, Jaideep Srivastava
Human annotation is central to NLP evaluation, yet subjective tasks often exhibit substantial variability across annotators. While large language models (LLMs) can provide structur…
Beyond Citations: A Cross-Domain Metric for Dataset Impact and Shareability
Smitha Muthya Sudheendra, Zhongxing Zhang, Wenwen Cao +2
The scientific community increasingly relies on open data sharing, yet existing metrics inadequately capture the true impact of datasets as research outputs. Traditional measures,…
CMV-Fuse: Cross Modal-View Fusion of AMR, Syntax, and Knowledge Representations for Aspect Based Sentiment Analysis
Smitha Muthya Sudheendra, Mani Deep Cherukuri, Jaideep Srivastava
Natural language understanding inherently depends on integrating multiple complementary perspectives spanning from surface syntax to deep semantics and world knowledge. However, cu…
Impact Of Emotions on Information Seeking And Sharing Behaviors During Pandemic
Smitha Muthya Sudheendra, Hao Xu, Jisu Huh +1
We propose a novel approach to assess the public's coping behavior during the COVID-19 outbreak by examining the emotions. Specifically, we explore (1) changes in the public's emot…