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Sudipta Singha Roy

3 accepted papers

2025

Trustworthy Medical Question Answering: An Evaluation-Centric Survey

EMNLP 2025

Trustworthiness in healthcare question-answering (QA) systems is important for ensuring patient safety, clinical effectiveness, and user confidence. As large language models (LLMs) become increasingly integrated into medical settings, the reliability of their responses directly influences clinical d

Cited by 0SourcePDFScholar
2024

Enhancing Scientific Document Summarization with Research Community Perspective and Background Knowledge

COLING 2024main

Scientific paper summarization has been the focus of much recent research. Unlike previous research which summarizes only the paper in question, or which summarizes the paper and the papers that it references, or which summarizes the paper and the citing sentences from the papers that cite it, this…

Cited by 2SourcePDFScholar
2024

Graph-tree Fusion Model with Bidirectional Information Propagation for Long Document Classification

EMNLP 2024finding

Long document classification presents challenges in capturing both local and global dependencies due to their extensive content and complex structure. Existing methods often struggle with token limits and fail to adequately model hierarchical relationships within documents. To address these constrai…

Cited by 0SourcePDFScholar