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Inkling 2 Small benchmark scores

As of 2026-11-07, Inkling 2 Small (Other) has measured scores on 37 benchmarks and estimated scores on 125 more.

BenchmarkScoreSource
AA-GPQA Diamond91.1%estimated ± 2.7 pp, high confidence
AA-HLE44.1%measured
AA-SciCode52.3%measured
AIME2696.9%estimated ± 1.3 pp, medium confidence
CritPt19.2%estimated ± 2.5 pp, high confidence
GDPval-AA61.0%estimated ± 6.2 pp, medium confidence
GPQA Diamond93.0%measured
HLE53.2%measured
AA-LCR83.3%measured
LiveCodeBench v692.8%estimated ± 4.9 pp, medium confidence
SciCode52.1%estimated ± 3.1 pp, high confidence
Terminal-Bench 2.185.1%measured
BrowseComp90.2%measured
HLE w/ tools56.4%estimated ± 5.2 pp, medium confidence
LongBench v270.6%measured
VITA-Bench47.1%estimated ± 6.7 pp, low confidence
τ²-bench results93.8%estimated ± 11.5 pp, low confidence
AA Coding Index76.8%estimated ± 2.5 pp, high confidence
AA-MMMU-Pro81.6%measured
APEX-Agents37.9%estimated ± 0.6 pp, medium confidence
APEX-Agents-AA43.7%estimated ± 3.6 pp, low confidence
BioMysteryBench (human-difficult)44.1%estimated ± 8.1 pp, low confidence
DeepSearchQA90.9%measured
SWE-bench Verified82.2%measured
AutomationBench30.9%estimated ± 8.2 pp, low confidence
BFCL v477.3%estimated ± 4.7 pp, low confidence
CyberGym81.1%estimated ± 3.1 pp, low confidence
JobBench70.5%measured
SWE-bench Pro60.9%estimated ± 4.5 pp, high confidence
WideResearch85.7%estimated ± 1.2 pp, low confidence
AA Agentic Index42.9%estimated ± 5.8 pp, medium confidence
MMLU-Pro85.7%estimated ± 2.5 pp, low confidence
Artificial Analysis Intelligence Index30.6%measured
GPQA93.0%measured
MMLU92.1%estimated ± 1.0 pp, high confidence
AA-Omniscience Accuracy33.8%measured
MMMLU90.8%estimated ± 1.1 pp, low confidence
MMMU87.1%estimated ± 0.8 pp, medium confidence
AA MMLU-Pro87.1%estimated ± 0.6 pp, medium confidence
AIME 202598.8%estimated ± 3.8 pp, low confidence
Gert Labs100.0%estimated ± 7.3 pp, low confidence
AA-AnalystAgent51.2%measured
AA EnterpriseOps-Gym46.8%measured
AA Harvey LAB v1.093.0%estimated ± 9.8 pp, low confidence
AA Tau3 Banking40.4%measured
AA Terminal-Bench 2.181.3%measured
ApprenticeBench21.1%estimated ± 5.6 pp, low confidence
ARC-AGI-193.3%estimated ± 2.7 pp, high confidence
ARC-AGI-271.4%estimated ± 10.1 pp, low confidence
CursorBench 3.149.7%estimated ± 3.4 pp, medium confidence
CursorBench 3.257.4%estimated ± 5.3 pp, medium confidence
Terminal-Bench 3.018.5%estimated ± 8.6 pp, low confidence
FrontierCode 1.1 Main32.5%estimated ± 2.7 pp, medium confidence
FrontierMath v2 (Tier 4)33.4%estimated ± 4.3 pp, medium confidence
FrontierMath v2 (Tiers 1-3)55.6%estimated ± 9.0 pp, medium confidence
FrontierSWE v222.7%estimated ± 15.0 pp, low confidence
MazeBench0.1%estimated ± 5.1 pp, medium confidence
OfficeQA Pro66.7%estimated ± 2.5 pp, medium confidence
OSWorld-Verified81.3%estimated ± 4.4 pp, medium confidence
ParseBench71.1%estimated ± 0.5 pp, medium confidence
Vals GPQA Diamond92.3%estimated ± 2.0 pp, high confidence
Vals LiveCodeBench84.7%estimated ± 9.9 pp, low confidence
Vals MMLU-Pro88.2%estimated ± 1.2 pp, high confidence
Vals SWE-bench79.4%estimated ± 6.8 pp, medium confidence
Terminal-Bench 2.1 (Vals AI)69.9%estimated ± 6.1 pp, low confidence
AA AutomationBench45.6%measured
CWE-Bench-AA55.3%estimated ± 6.4 pp, medium confidence
AA Cyber Index42.4%estimated ± 13.5 pp, low confidence
DeepsecBench-AA8.0%estimated ± 5.5 pp, low confidence
GDP.pdf25.2%measured
AA ITBench50.1%estimated ± 4.1 pp, high confidence
AA Terminal-Bench 4.013.1%measured
Bug Hunt Bench15.3%estimated ± 3.2 pp, low confidence
CursorBench 4.033.3%estimated ± 3.5 pp, medium confidence
CWE-bench v134.3%estimated ± 4.2 pp, low confidence
DeepSWE72.1%measured
HLE w/o tools44.1%measured
OSWorld 2.052.8%estimated ± 9.2 pp, low confidence
OSWorld 2.177.2%estimated ± 2.8 pp, medium confidence
PostTrainBench v1.140.1%estimated ± 4.5 pp, high confidence
SWE Multilingual81.2%measured
Terminal-Bench 4.017.7%estimated ± 5.8 pp, low confidence
Toolathlon-Verified77.4%estimated ± 1.6 pp, medium confidence
OSWorld 2.1 Offline71.0%estimated ± 9.2 pp, low confidence
Vibe Code Bench59.3%estimated ± 8.1 pp, medium confidence
ARC-AGI-30.3%estimated ± 2.0 pp, high confidence
ARC-AGI-3 Provider Adapter4.2%estimated ± 7.5 pp, medium confidence
Hermes Bench67.9%estimated ± 3.9 pp, high confidence
Hermes Index33.6%estimated ± 8.8 pp, medium confidence
CharXiv87.7%measured
CharXiv w/o tools85.6%measured
ExploitGym28.0%estimated ± 9.2 pp, low confidence
AI2D_TEST93.5%estimated ± 0.9 pp, low confidence
C-Eval94.7%estimated ± 1.0 pp, low confidence
Claw-Eval72.0%estimated ± 6.3 pp, low confidence
CountBench97.3%estimated ± 1.3 pp, low confidence
DeepPlanning52.4%estimated ± 13.1 pp, low confidence
DynaMath87.6%estimated ± 0.8 pp, low confidence
ERQA72.6%estimated ± 2.9 pp, medium confidence
HMMT Feb 202695.8%measured
HMMT Nov 202596.5%estimated ± 2.8 pp, medium confidence
INCLUDE86.8%estimated ± 2.0 pp, medium confidence
MathVision92.8%measured
MCP Atlas85.0%measured
MLVU (M-Avg)88.5%estimated ± 1.5 pp, high confidence
MMAnswerBench88.1%estimated ± 2.8 pp, low confidence
MMLU-ProX87.2%estimated ± 1.3 pp, medium confidence
MMLU-Redux95.2%estimated ± 0.8 pp, medium confidence
MMMU-Pro81.6%measured
NL2Repo50.4%estimated ± 6.2 pp, medium confidence
OmniDocBench 1.591.2%estimated ± 2.2 pp, high confidence
QwenClawBench70.2%estimated ± 2.6 pp, medium confidence
RealWorldQA87.8%estimated ± 1.0 pp, medium confidence
ScreenSpot Pro83.8%measured
SimpleVQA76.2%estimated ± 7.3 pp, medium confidence
SuperGPQA92.0%estimated ± 6.9 pp, low confidence
Toolathlon61.0%estimated ± 4.2 pp, high confidence
V*96.0%estimated ± 6.5 pp, low confidence
Video-MME (w/o subtitle)86.3%estimated ± 1.4 pp, low confidence
Video-MME (with subtitle)90.1%estimated ± 1.9 pp, high confidence
VideoMMMU86.7%estimated ± 1.5 pp, medium confidence
We-Math87.5%estimated ± 2.1 pp, low confidence
HealthBench Hard35.1%estimated ± 5.1 pp, low confidence
MedXpertQA (MM)77.9%estimated ± 2.4 pp, high confidence
MedXpertQA (Text)63.9%estimated ± 4.5 pp, medium confidence
MMLU-Pro (Arcee)87.9%estimated ± 3.4 pp, low confidence
React Native Evals88.7%estimated ± 2.3 pp, low confidence
ResearchClawBench19.6%estimated ± 1.8 pp, low confidence
SWE-Rebench61.8%estimated ± 3.6 pp, medium confidence
Finance Agent v257.3%estimated ± 4.2 pp, medium confidence
BioMysteryBench (human-solvable)87.5%estimated ± 1.4 pp, low confidence
Chartography (tools)80.4%measured
DRACO83.7%estimated ± 4.5 pp, medium confidence
HealthBench (raw)52.4%estimated ± 6.0 pp, medium confidence
HealthBench (length-adjusted)55.1%estimated ± 3.4 pp, medium confidence
HealthBench Professional58.4%estimated ± 4.5 pp, medium confidence
HealthBench Professional (raw)62.8%estimated ± 4.5 pp, high confidence
HLE-Verified53.8%estimated ± 6.8 pp, low confidence
LABBench281.5%estimated ± 2.4 pp, medium confidence
ScarfBench67.6%estimated ± 3.8 pp, medium confidence
STEMBench2.4%estimated ± 0.2 pp, medium confidence
SimpleQA37.1%estimated ± 4.3 pp, low confidence
LiveCodeBench80.6%estimated ± 14.6 pp, low confidence
Agents' Last Exam45.7%estimated ± 11.0 pp, low confidence
BabyVision w/ Python93.7%measured
OpenHarmony Bench58.8%estimated ± 2.4 pp, high confidence
IMOAnswerBench86.3%estimated ± 5.6 pp, medium confidence
BabyVision68.6%measured
MMVU79.3%estimated ± 2.7 pp, medium confidence
PerceptionBench64.7%measured
ZeroBench19.7%estimated ± 4.7 pp, low confidence
MRCRv285.9%estimated ± 11.3 pp, low confidence
LVBench80.9%estimated ± 8.2 pp, low confidence
MMLongBench-Doc61.5%estimated ± 2.6 pp, low confidence
SWE-Marathon38.8%measured
BioBasicsBench33.4%estimated ± 2.2 pp, medium confidence
LifeVal79.7%estimated ± 1.6 pp, medium confidence
MMMU-Pro w/ Python84.2%estimated ± 2.0 pp, high confidence
OCRBench V273.4%estimated ± 4.4 pp, medium confidence
MathVision w/ Python96.6%estimated ± 0.5 pp, medium confidence
PinchBench90.7%estimated ± 3.6 pp, low confidence
SWE-Atlas Codebase QnA61.2%estimated ± 5.4 pp, low confidence