LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low-Resource and Extinct Languages

Benchmark Model Rank Results
logical-reasoning-on-lingolyClaude Opus#1Delta_NoContext: 28.8%Exact Match Accuracy: 46.3%
logical-reasoning-on-lingolyGPT-4o#2Delta_NoContext: 25.1%Exact Match Accuracy: 37.6%
logical-reasoning-on-lingolyGemini 1.5 Pro#3Delta_NoContext: 23.4%Exact Match Accuracy: 32.1%
logical-reasoning-on-lingolyGPT-4#4Delta_NoContext: 21.5%Exact Match Accuracy: 33.4%
logical-reasoning-on-lingolyCommand R+#5Delta_NoContext: 11.6%Exact Match Accuracy: 21.5%
logical-reasoning-on-lingolyGPT-3.5#6Delta_NoContext: 11.2%Exact Match Accuracy: 21.2%
logical-reasoning-on-lingolyMixtral 8x7B#7Delta_NoContext: 6.4%Exact Match Accuracy: 14.2%
logical-reasoning-on-lingolyLlama 3 8B#8Delta_NoContext: 4.9%Exact Match Accuracy: 11.4%
logical-reasoning-on-lingolyLlama 3 70B#9Delta_NoContext: 2.9%Exact Match Accuracy: 10.3%
logical-reasoning-on-lingolyGemma 7B#10Delta_NoContext: 2.2%Exact Match Accuracy: 4.9%
logical-reasoning-on-lingolyLlama 2 70B#11Delta_NoContext: 1.1%Exact Match Accuracy: 6.4%