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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 selective QA: deciding when to answer, refine, or abstain.
- Reported LLM reject-option training and evaluation results for DCS Corp / AFRL.
- Joined DCS Corp (AFRL) as Technical Analyst II working on LLM reject-option training 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.