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- Addressed ACL Rolling Review feedback on the retrieval-recoverability paper and revised the manuscript for arXiv.
- Submitted the final dissertation to OhioLINK; PhD in Computer Science and Engineering conferred August 2026.
- Successfully defended my PhD dissertation, ‘Answering Under Uncertainty: Abstention, Ambiguity, and Recoverability,’ in Computer Science and Engineering at The Ohio State University.
- Prepared an ARR submission on retrieval-augmented answer revision: deciding when to return a draft or revise it.
- Worked on machine learning model training and evaluation at DCS Corp / AFRL.
- Joined DCS Corp to work on machine learning research and evaluation.
- Journal extension on naturally constrained reject-option classification published online in Machine Vision and Applications.
- Accepted WMT 2024 paper on imagery-aware multimodal MT evaluations.