HIPE-2026 CLEF results are out! 🗞️📍 This third edition focused on person–place relation extraction in historical newspapers, with 17 teams and 45 runs. 🥇 Congratulations to the top teams across Accuracy, Generalization, and Accuracy-Efficiency profiles! 🎉 All competition data, submissions, and evaluation scripts are openly available: 📦 Evaluation repository: https://github.com/hipe-eval/hipe-2026-eval 📊 Results page: https://hipe-eval.github.io/HIPE-2026/results 🔎 Task details: https://hipe-eval.github.io/HIPE-2026/tasks