Author

Subhadeep Roy

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#artificial intelligence Preprint Oct 2026

VisExMEM: Visual Evidence-Based Explainable Multimodal Evaluation Metric

Current image-text evaluation often relies on a global score, which gives limited insight into which semantic details are supported by the image. Explainable metrics provide rationales, but the visual evidence supporting those rationales can still be difficult to verify. We introduce VisExMEM, a reference-free evaluato...

Subhadeep Roy, Christoph Leiter, S. Eger · 0 citations

#artificial intelligence Jun 2026

Who Annotates in NLP? A Large-scale Assessment of Human Annotation Reporting between 2018 and 2025

The results show that annotation reporting in NLP has improved over time but remains uneven, and they establish a scalable framework and bare-minimum reporting recommendations for making human annotation more reliable, reproducible, and interpretable.

M. Kunilovskaya, Gagan Bhatia, Lisa Sophie Albertelli et al. · arXiv.org · 0 citations