Kota Okayama, Hiroyoshi Ito, Atsuyuki Morishima, "Learning From Unknown-Unknowns: Inconsistency-driven Sampling for Improving LLM Entity Matching", Information Literacies, Authenticity and Use: The Move Towards a Digitally Enlightened Society, 21st International Conference, iConference 2026, Virtual Academic Program: March 23 - 26, 2026, Onsite Academic Program in Edinburgh, Scotland, UK, March 29 - April 02, 2026. (Accepted)