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Inkling-Small benchmark scores

As of 2026-10-07, Inkling-Small (Other) has measured scores on 35 benchmarks and estimated scores on 92 more.

BenchmarkScoreSource
AA-GPQA Diamond89.5%measured
AA-HLE33.3%measured
AA-SciCode49.7%measured
AIME2695.5%measured
Artificial Analysis Intelligence Index25.7%measured
CritPt8.3%measured
GDPval-AA31.2%measured
GPQA Diamond89.5%measured
HLE47.8%measured
IFBench82.2%measured
AA-LCR75.7%measured
LiveCodeBench v687.2%estimated ± 2.1 pp, high confidence
AA-Omniscience Accuracy33.2%measured
SciCode48.7%measured
Terminal-Bench 2.164.7%measured
BrowseComp77.4%measured
HLE w/ tools50.3%estimated ± 4.6 pp, high confidence
IFEval92.8%estimated ± 3.5 pp, medium confidence
LongBench v261.5%estimated ± 5.9 pp, medium confidence
VITA-Bench48.0%estimated ± 9.9 pp, low confidence
τ²-bench results92.2%estimated ± 13.3 pp, low confidence
AA Coding Index52.9%measured
AA-MMMU-Pro74.0%measured
APEX-Agents33.6%estimated ± 0.6 pp, medium confidence
APEX-Agents-AA23.2%estimated ± 4.6 pp, high confidence
BioMysteryBench (human-difficult)37.1%estimated ± 5.9 pp, low confidence
DeepSearchQA87.1%estimated ± 4.5 pp, high confidence
SWE-bench Verified80.2%measured
AutomationBench28.4%estimated ± 9.7 pp, low confidence
BFCL v475.3%estimated ± 2.6 pp, high confidence
CyberGym75.6%estimated ± 4.6 pp, high confidence
JobBench17.9%estimated ± 3.4 pp, low confidence
SWE-bench Pro55.9%measured
τ³-bench results69.6%estimated ± 1.8 pp, low confidence
WideResearch72.4%estimated ± 3.9 pp, medium confidence
AA Agentic Index25.0%measured
MMLU-Pro85.3%estimated ± 2.5 pp, medium confidence
FrontierMath v2 (Tiers 1-3)38.3%estimated ± 8.4 pp, low confidence
GPQA89.5%measured
AA-IFBench80.3%estimated ± 8.5 pp, low confidence
Gert Labs58.5%estimated ± 7.4 pp, medium confidence
AA-AnalystAgent9.8%estimated ± 6.7 pp, low confidence
AA EnterpriseOps-Gym35.2%estimated ± 6.7 pp, low confidence
AA Harvey LAB83.8%estimated ± 1.2 pp, medium confidence
ARC-AGI-184.0%measured
ARC-AGI-240.1%measured
CursorBench 3.143.3%estimated ± 3.4 pp, low confidence
CursorBench 3.252.0%estimated ± 3.6 pp, high confidence
Terminal-Bench 3.03.5%estimated ± 6.9 pp, low confidence
FrontierCode 1.1 Main25.8%estimated ± 2.7 pp, medium confidence
FrontierSWE v27.8%estimated ± 9.0 pp, medium confidence
OfficeQA Pro50.3%estimated ± 7.2 pp, low confidence
OSWorld-Verified69.1%estimated ± 5.4 pp, medium confidence
Vals GPQA Diamond83.6%measured
Vals LiveCodeBench85.9%measured
Vals MMLU-Pro85.6%measured
Vals SWE-bench82.2%measured
Terminal-Bench 2.1 (Vals AI)55.1%measured
VulcanBench v384.2%estimated ± 5.6 pp, low confidence
AA AutomationBench5.9%estimated ± 5.7 pp, low confidence
GDP.pdf9.4%estimated ± 5.4 pp, medium confidence
AA ITBench47.2%estimated ± 3.6 pp, medium confidence
AA Tau3 Banking22.0%estimated ± 5.8 pp, medium confidence
AA Terminal-Bench 2.159.7%estimated ± 3.5 pp, high confidence
AA Terminal-Bench 4.01.6%estimated ± 8.9 pp, medium confidence
CursorBench 4.017.8%estimated ± 1.6 pp, medium confidence
CWE-bench v141.0%estimated ± 6.9 pp, medium confidence
DeepSWE18.8%estimated ± 6.4 pp, low confidence
HLE w/o tools31.6%measured
OSWorld 2.019.4%estimated ± 5.5 pp, low confidence
PostTrainBench v1.126.1%estimated ± 2.7 pp, high confidence
Toolathlon-Verified54.4%measured
Vibe Code Bench48.9%estimated ± 8.1 pp, medium confidence
CharXiv81.3%measured
CharXiv w/o tools77.4%measured
ExploitGym0.0%estimated ± 6.1 pp, low confidence
C-Eval93.3%estimated ± 0.8 pp, low confidence
Claw-Eval71.1%estimated ± 5.7 pp, medium confidence
DeepPlanning49.9%estimated ± 13.1 pp, low confidence
HMMT Feb 202596.9%estimated ± 1.8 pp, low confidence
HMMT Feb 202690.2%measured
MathVision80.8%estimated ± 2.1 pp, low confidence
MCP Atlas79.6%measured
MCP-Tasks77.1%estimated ± 0.6 pp, low confidence
MMAnswerBench83.6%estimated ± 1.3 pp, high confidence
MMLU-Redux95.9%estimated ± 1.1 pp, medium confidence
MMMU-Pro74.0%measured
NL2Repo47.4%estimated ± 4.7 pp, high confidence
QwenClawBench65.6%estimated ± 2.6 pp, medium confidence
ScreenSpot Pro74.1%estimated ± 7.1 pp, medium confidence
SuperGPQA77.0%estimated ± 7.5 pp, medium confidence
Terminal-Bench 2.062.8%estimated ± 5.9 pp, medium confidence
Toolathlon50.4%estimated ± 3.5 pp, high confidence
VideoMMMU84.1%estimated ± 1.0 pp, high confidence
ERQA66.7%estimated ± 3.7 pp, high confidence
HealthBench Hard0.8%estimated ± 5.1 pp, low confidence
LiveCodeBench Pro80.5%estimated ± 6.0 pp, low confidence
MedXpertQA (MM)60.8%estimated ± 2.4 pp, high confidence
MedXpertQA (Text)52.3%estimated ± 4.5 pp, medium confidence
MMLU-Pro (Arcee)86.7%estimated ± 3.4 pp, low confidence
React Native Evals85.1%estimated ± 2.4 pp, medium confidence
ResearchClawBench19.1%estimated ± 1.8 pp, medium confidence
SWE-Rebench61.8%estimated ± 3.6 pp, medium confidence
ARC-AGI-30.0%estimated ± 2.1 pp, medium confidence
BioMysteryBench (human-solvable)82.3%estimated ± 0.6 pp, low confidence
DRACO74.3%estimated ± 3.0 pp, medium confidence
FrontierCode 1.1 Extended34.2%estimated ± 2.4 pp, low confidence
HealthBench (raw)42.6%estimated ± 6.4 pp, low confidence
HealthBench (length-adjusted)52.7%estimated ± 2.5 pp, low confidence
HealthBench Professional54.4%estimated ± 1.3 pp, low confidence
HealthBench Professional (raw)53.4%estimated ± 5.0 pp, low confidence
HLE-Verified35.3%estimated ± 0.7 pp, low confidence
LABBench259.7%estimated ± 1.3 pp, low confidence
AIME 202596.1%estimated ± 1.5 pp, medium confidence
MMMU82.2%estimated ± 0.9 pp, high confidence
LiveCodeBench100.0%estimated ± 8.9 pp, low confidence
OpenHarmony Bench53.1%estimated ± 2.4 pp, high confidence
IMOAnswerBench83.7%estimated ± 5.9 pp, medium confidence
SimpleVQA67.2%estimated ± 7.8 pp, low confidence
MMMLU89.6%estimated ± 1.1 pp, medium confidence
MMLU91.8%estimated ± 1.1 pp, medium confidence
MMMU-Pro w/ Python75.6%estimated ± 0.6 pp, high confidence
MATH-50097.7%estimated ± 3.1 pp, medium confidence
MathVision w/ Python76.8%estimated ± 0.9 pp, low confidence
RealWorldQA85.4%estimated ± 1.1 pp, medium confidence
Video-MME (with subtitle)87.7%estimated ± 0.9 pp, medium confidence
OmniDocBench 1.575.8%estimated ± 5.9 pp, low confidence