LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low Resource and Extinct Languages. - Andrew M. Bean; Simi Hellsten; Harry Mayne; Jabez Magomere; Ethan Chi; Ryan Chi; Scott Hale; Hannah Rose Kirk (NeurIPS, 2024)

LINGOLY-TOO: Disentangling Memorisation from Reasoning with Linguistic Templatisation and Orthographic Obfuscation. - Jude Khouja; Karolina Korgul; Simi Hellsten; Lingyi Yang; Vlad Neacsu; Harry Mayne; Ryan Kearns; Andrew M. Bean; Adam Mahdi (CoRR, 2025)