Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

Benchmark Model Rank Results
agents-on-pinchbenchRing-2.6-1T (high)#2Accuracy: 87.60
agents-on-pinchbenchLing-2.6-1T#4Accuracy: 85.24
agents-on-pinchbenchLing-2.6-flash#6Accuracy: 81.30
question-answering-on-c-simpleqaLing-2.6-1T#2Accuracy: 76.53
question-answering-on-c-simpleqaLing-2.6-flash#6Accuracy: 60.23
agents-on-bfclv4Ling-2.6-flash#3Accuracy: 66.81
agents-on-benchRing-2.6-1T (high)#4Accuracy: 84.26
agents-on-benchLing-2.6-1T#14Accuracy: 78.36
agents-on-benchLing-2.6-flash#16Accuracy: 76.36
mathematical-reasoning-on-aime-2026Ring-2.6-1T (xhigh)#5Accuracy: 95.78
mathematical-reasoning-on-aime-2026Ling-2.6-1T#23Accuracy: 87.40
mathematical-reasoning-on-aime-2026Ling-2.6-flash#37Accuracy: 73.85
code-generation-on-livecodebench-v6Ring-2.6-1T (XHigh)#9Pass@1: 86.95
code-generation-on-livecodebench-v6Ling-2.6-1T#39Pass@1: 65.58
code-generation-on-livecodebench-v6Ling-2.6-flash#41Pass@1: 62.28
multiple-choice-question-answering-mcqa-on-supergpqaLing-2.6-1T#11Accuracy: 58.32
long-context-understanding-on-longbench-v2Ling-2.6-1T#15Accuracy: 48.31
code-generation-on-swe-bench-proRing-2.6-1T (High)#28Resolved: 53.76
code-generation-on-swe-bench-verifiedRing-2.6-1T (High) (Claude Code)#28Accuracy: 74.00
code-generation-on-swe-bench-verifiedLing-2.6-flash (Claude Code)#62Accuracy: 61.20
instruction-following-on-ifbenchLing-2.6-1T#30Accuracy: 57.62
instruction-following-on-ifbenchLing-2.6-flash#31Accuracy: 57.40
multiple-choice-question-answering-mcqa-on-gpqa-diamondRing-2.6-1T (xhigh)#32Accuracy: 85.89
multiple-choice-question-answering-mcqa-on-gpqa-diamondLing-2.6-1T#65Accuracy: 76.17