Papers by Pranab Sahoo
Enhancing Adverse Drug Event Detection with Multimodal Dataset: Corpus Creation and Model Development (2024.findings-acl)
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| Challenge: | ADEs are a serious public health concern and cost healthcare systems billions of dollars . despite advancements in healthcare, ADE detection remains a significant challenge . |
| Approach: | They propose a multimodal adverse drug event detection dataset that merges ADE-related textual information with visual aids to enhance patient safety. |
| Outcome: | The proposed dataset integrates ADE-related textual information with visual aids to improve patient safety and healthcare accessibility. |
A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models (2024.findings-emnlp)
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| Challenge: | a growing need to understand and alleviate FMs' propensity to produce hallucinated outputs, especially in high-stakes applications. |
| Approach: | They propose a framework for detecting and mitigating hallucination in FMs . they synthesize recent advancements in detection and mitigation techniques . |
| Outcome: | The proposed framework provides valuable insights for researchers, developers, and practitioners. |