3 papers
cs.CL2026
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…
cs.CL2026
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…
cs.CY2025
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,…