ResearchBenchmarksMultiple-choice Question Answering on MMLU ProX-LiteFollow40.7Accuracy (Afrikaans)UL-XCoT37.16438.0823939.918Apr 22, 2026Evaluation ResultsMethodMethodLinksAccuracy (Afrikaans)Accuracy (Arabic)Accuracy (Bengali)Accuracy (Czech)Accuracy (German)Accuracy (English)Accuracy (Spanish)Accuracy (French)Accuracy (Hindi)Accuracy (Hungarian)Accuracy (Indonesian)Accuracy (Italian)Accuracy (Japanese)Accuracy (Korean)Accuracy (Marathi)Accuracy (Nepali)Accuracy (Portuguese)Accuracy (Russian)Accuracy (Serbian)Accuracy (Swahili)Accuracy (Telugu)Accuracy (Thai)Accuracy (Ukrainian)Accuracy (Urdu)Accuracy (Vietnamese)Accuracy (Wolof)Accuracy (Yoruba)Accuracy (Chinese)Accuracy (Zulu)Average AccuracyUL-XCoT2026.0440.73952.540.740.749.252.540.73942.444.145.845.83940.742.442.445.845.842.440.745.849.23942.445.845.842.442.443.6CLSP2026.0437.344.132.244.142.43940.742.435.637.347.537.33944.142.435.642.444.140.73937.342.437.337.345.842.444.142.43940.5