benchmark,metric,torki_2,items,setting,sample,note GPQA Diamond,"accuracy, average of 4 runs",89.65,198 x 4,thinking on (Stellar/Cosmos default),no,options shuffled per run; unanswered (ran out of room) counted wrong AIME 2025,"accuracy, average of 8 attempts",96.25,30 x 8,thinking on (Stellar/Cosmos default),no, AIME 2024,"accuracy, average of 8 attempts",95.83,30 x 8,thinking on (Stellar/Cosmos default),no, AIME 2026,"accuracy, average of 4 attempts",95.0,30 x 4,thinking on (Stellar/Cosmos default),no, MATH-500,accuracy,99.4,500,thinking on (Stellar/Cosmos default),no, MMLU-Pro,"accuracy, weighted to full subject mix",88.07,788,thinking on (Stellar/Cosmos default),yes,"fixed random 100 per subject for 6 subjects, 30-48 for 8; about +/-2 points" Humanity's Last Exam (text-only),"accuracy, weighted to full subject mix",38.01,400,thinking on (Stellar/Cosmos default),yes,"first 400 of 2,158 text-only questions; official grading prompt run on Torki 2; about +/-4.8 points" HumanEval+,pass@1 (base + extended tests),94.51,164,thinking on (Stellar/Cosmos default),no, MBPP+,pass@1 (base + extended tests),83.86,378,thinking on (Stellar/Cosmos default),no, LiveCodeBench,"pass@1, v6 window 2025-02..2025-04",77.1,131,thinking on (Stellar/Cosmos default),no,"65,536-token answer cap" LiveCodeBench,"pass@1, v5 window 2024-08..2025-01",79.57,323,thinking on (Stellar/Cosmos default),no, IFEval,prompt-level strict accuracy,90.94,541,thinking on (Stellar/Cosmos default),no, IFBench,prompt-level strict accuracy,73.33,300,thinking on (Stellar/Cosmos default),no, MMMU,accuracy,84.67,900,thinking on (Stellar/Cosmos default),no,rule-based answer checking MathVista,accuracy,89.1,1000,thinking on (Stellar/Cosmos default),no,rule-based answer checking ChartQA,relaxed accuracy,85.24,2500,thinking off,no, DocVQA,ANLS,94.57,5349,thinking off,no, MGSM,"accuracy, reference scorer",85.96,2750,thinking on (Stellar/Cosmos default),no,93.35 if spelling variants of the Telugu/Bengali word for 'Answer' are accepted RULER (32K-128K),average of 13 tasks x 3 lengths,94.14,1950,thinking off,yes,50 samples per task per length (reference uses 500) MILU (11 Indian languages),accuracy,85.09,550,thinking on (Stellar/Cosmos default),yes,fixed random 50 per language; about +/-3 points MMMLU (14 languages),accuracy,75.25,2800,"thinking off, letter only",yes,not comparable with thinking-on numbers from other labs BFCL v4,"accuracy, non-live, official AST average",85.23,,thinking on (Stellar/Cosmos default),no,"function-calling mode; BFCL's own scorer; web-search and memory sections not run, so no BFCL overall" BFCL v4,"accuracy, live (real-world calls)",75.35,,thinking on (Stellar/Cosmos default),no,"function-calling mode; BFCL's own scorer; web-search and memory sections not run, so no BFCL overall" BFCL v4,"accuracy, multi-turn",50.75,,thinking on (Stellar/Cosmos default),no,"function-calling mode; BFCL's own scorer; web-search and memory sections not run, so no BFCL overall" BFCL v4,"accuracy, irrelevance detection",74.64,,thinking on (Stellar/Cosmos default),no,"function-calling mode; BFCL's own scorer; web-search and memory sections not run, so no BFCL overall"