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- Joined DCS Corp (AFRL) as Technical Analyst II leading LLM reject-option training and evaluation.
- Delivered AFRL LLM reject-option training with 8× utility on OOD tasks.
- Released MVA 2025 journal extension on reject-option calibration.
- Accepted WMT 2024 paper on imagery-aware multimodal MT evaluations.