Two of our papers have been accepted to Findings of EMNLP 2026! Does Accuracy Equal Evidence? studies reasoning faithfulness under KV-cache compression, while LONGQAEVAL develops reliable, resource-conscious evaluation methods for long-form clinical QA. Congratulations to the students and collaborators who made this work possible! 🎉