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  1. Preparing EMNLP 2026 submission on typed abstention for LLM agents.
  2. Joined DCS Corp (AFRL) as Technical Analyst II leading LLM reject-option training and evaluation.
  3. Completed LLM reject-option training and evaluation work at DCS Corp / AFRL.
  4. Released MVA 2025 journal extension on reject-option calibration.
  5. Accepted WMT 2024 paper on imagery-aware multimodal MT evaluations.