UnifyBench

Evidence coverage

2666 published observations across 285 measures. Capability scoring groups compatible evidence into 43 benchmark families.

A published result contributes only when a matching reference-panel result is available. Missing evidence stays unknown. Coverage describes breadth, separately from performance.

Coverage across our labs

LabModels with resultsPublished measuresLaunch sources
OpenAI31 / 3720916
Anthropic11 / 1121717
xAI3 / 7181
Google21 / 341098
Meta11 / 14332
Mistral16 / 27151
Moonshot3 / 71197
Qwen28 / 81914
DeepSeek4 / 15282
NVIDIA2 / 10411
Z.ai17 / 52937
MiniMax6 / 13642
Cohere10 / 26181
Amazon5 / 6191
Microsoft9 / 24191
Xiaomi3 / 1130
StepFun2 / 420
LG AI Research5 / 1330
Upstage4 / 820
ByteDance1 / 1610
Tencent1 / 1320
Baidu1 / 2010
OpenBMB1 / 110
Agnes AI1 / 110

Models and contributing families

Raw published counts include all source types. Contributing and independent family counts follow the selected evidence policy.

34 models match “Google”. Clear search

ModelPublished measuresContributing familiesWith independent supportExplore
Gemini 3.1 Pro86239Published results
Gemini 2.5 Pro22134Published results
Gemini 2.5 Flash21123Published results
Gemini 3.7 Flash1583Published results
Gemini 3.8 Flash2273Published results
Gemini 3.5 Flash642Published results
Gemini 3.5 Flash-Lite444Published results
Gemini 3 Flash Preview222Published results
Gemini 3.6 Flash222Published results
Gemma 2 27B IT222Published results
Gemma 2 2B IT222Published results
Gemma 2 9B IT222Published results
Gemma 3 12B IT222Published results
Gemma 3 27B IT222Published results
Gemma 3 4B IT222Published results
DiffusionGemma 26B A4B111Published results
Gemini 3.1 Flash-Lite111Published results
Gemma 1.1 2B IT111Published results
Gemma 1.1 7B IT111Published results
Gemma 3 1B IT111Published results
Gemma 3n E4B IT111Published results
CodeGemma 7B IT000Published results
Gemini 2.5 Flash-Lite000Published results
Gemma 1 2B IT000Published results
Gemma 1 7B IT000Published results

Family coverage

Benchmark familyCapabilityModels contributingWith independent support
OSWorldAgentic196
Webarena VerifiedAgentic40
BrowsecompAgentic220
ToolathlonAgentic150
MCP-AtlasAgentic190
AutomationBenchAgentic190
DeepSearchQAAgentic100
GDPvalAgentic6041
Bfcl V4Agentic120
Apex AgentsAgentic100
OfficeQAAgentic110
Humanity’s Last ExamHard reasoning318
GPQAHard reasoning4823
ARC-AGIHard reasoning4848
AimeHard reasoning220
FrontierMathHard reasoning100
Imo AnswerbenchHard reasoning50
Terminal-Bench ScienceHard reasoning50
SWE-bench VerifiedCoding3819
SWE-bench ProCoding204
SWE-bench MultilingualCoding90
DeepSWECoding3128
LiveCodeBenchCoding259
Terminal-BenchCoding412
ScicodeCoding70
Human preference (Arena)Human pref115115
MMLU-ProKnowledge6852
GmmluKnowledge30
MiluKnowledge30
Simpleqa VerifiedKnowledge20
MmmuMultimodal20
Mmmu ProMultimodal240
CharXivMultimodal160
MathvistaMultimodal20
ChartographyMultimodal30
LvbenchMultimodal60
ScreenSpotMultimodal120
Ocrbench V2 Average AccuracyMultimodal120
MRCRLong context120
LongbenchLong context80
Ruler 1MLong context20
GraphwalksLong context70
Aa LcrLong context50
Model evidence matrix

Showing the same 1–25 models as the list above.

ModelOSWorldWebarena VerifiedBrowsecompToolathlonMCP-AtlasAutomationBenchDeepSearchQAGDPvalBfcl V4Apex AgentsOfficeQAHumanity’s Last ExamGPQAARC-AGIAimeFrontierMathImo AnswerbenchTerminal-Bench ScienceSWE-bench VerifiedSWE-bench ProSWE-bench MultilingualDeepSWELiveCodeBenchTerminal-BenchScicodeHuman preference (Arena)MMLU-ProGmmluMiluSimpleqa VerifiedMmmuMmmu ProCharXivMathvistaChartographyLvbenchScreenSpotOcrbench V2 Average AccuracyMRCRLongbenchRuler 1MGraphwalksAa Lcr
Gemini 3.1 Pro30.0
Provider reports · 7/7 reference peers
50.0
Provider reports · 3/3 reference peers
80.0
Provider reports · 11/11 reference peers
0.0
Provider reports · 7/7 reference peers
38.1
Provider reports · 9/9 reference peers
Unknown0.0
Provider reports · 3/3 reference peers
13.1
Independent support · 51/51 reference peers
Unknown60.0
Provider reports · 5/5 reference peers
0.0
Provider reports · 3/3 reference peers
58.3
Independent support · 10/10 reference peers
81.4
Independent support · 24/24 reference peers
51.9
Independent support · 47/47 reference peers
Unknown0.0
Provider reports · 6/6 reference peers
UnknownUnknown66.7
Provider reports · 6/6 reference peers
0.0
Independent support · 14/14 reference peers
100.0
Provider reports · 1/1 reference peers
0.0
Independent support · 27/27 reference peers
Unknown0.0
Independent support · 7/7 reference peers
Unknown95.6
Independent support · 114/114 reference peers
100.0
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknown68.3
Provider reports · 8/8 reference peers
0.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown
Gemini 2.5 ProUnknownUnknownUnknownUnknown0.0
Provider reports · 4/4 reference peers
UnknownUnknown37.5
Independent support · 40/40 reference peers
18.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknown90.9
Provider reports · 11/11 reference peers
Unknown54.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknown31.9
Independent support · 24/24 reference peers
UnknownUnknownUnknown66.7
Provider reports · 9/9 reference peers
22.2
Provider reports · 9/9 reference peers
Unknown76.3
Independent support · 114/114 reference peers
78.0
Independent support · 61/61 reference peers
UnknownUnknownUnknownUnknown54.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown44.4
Provider reports · 9/9 reference peers
72.7
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
Gemini 2.5 FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown36.4
Provider reports · 11/11 reference peers
UnknownUnknownUnknown63.6
Provider reports · 11/11 reference peers
17.0
Independent support · 47/47 reference peers
27.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknown8.3
Independent support · 24/24 reference peers
UnknownUnknownUnknown22.2
Provider reports · 9/9 reference peers
11.1
Provider reports · 9/9 reference peers
Unknown55.3
Independent support · 114/114 reference peers
54.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown68.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown11.1
Provider reports · 9/9 reference peers
63.6
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
Gemini 3.7 FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknown40.0
Provider reports · 5/5 reference peers
86.4
Independent support · 22/22 reference peers
86.2
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown42.1
Independent support · 27/27 reference peers
Unknown10.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown40.0
Provider reports · 5/5 reference peers
UnknownUnknown66.7
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.8 FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknown40.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknown92.9
Independent support · 12/12 reference peers
87.7
Independent support · 22/22 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown92.1
Independent support · 28/28 reference peers
Unknown35.0
Provider reports · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 5/5 reference peers
UnknownUnknown100.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.5 FlashUnknownUnknownUnknownUnknownUnknown16.7
Provider reports · 6/6 reference peers
Unknown14.3
Provider reports · 7/7 reference peers
UnknownUnknownUnknownUnknownUnknown73.4
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown11.1
Independent support · 27/27 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.5 Flash-LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknown60.0
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknown9.1
Independent support · 22/22 reference peers
44.7
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown80.7
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3 Flash PreviewUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown53.2
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknown97.2
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.6 FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown63.8
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown18.5
Independent support · 27/27 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 2 27B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown21.1
Independent support · 114/114 reference peers
23.5
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 2 2B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown10.5
Independent support · 114/114 reference peers
2.0
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 2 9B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown18.4
Independent support · 114/114 reference peers
19.6
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 12B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown31.6
Independent support · 114/114 reference peers
29.4
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 27B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown38.6
Independent support · 114/114 reference peers
39.2
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 4B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown22.8
Independent support · 114/114 reference peers
9.8
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DiffusionGemma 26B A4BUnknownUnknownUnknownUnknownUnknownUnknownUnknown27.5
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.1 Flash-LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknown35.0
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1.1 2B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown3.5
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1.1 7B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown8.8
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 1B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3n E4B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown26.3
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
CodeGemma 7B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 2.5 Flash-LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1 2B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1 7B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

Family definitions and scoring rules · Compare capabilities · Compare published evidence