UnifyBench

Evidence coverage

3498 published observations across 337 measures. Capability scoring groups compatible evidence into 44 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
OpenAI34 / 4024120
Anthropic14 / 1425122
xAI4 / 8352
Google22 / 351339
Meta14 / 16462
Mistral17 / 28392
Moonshot3 / 71337
Qwen32 / 821044
DeepSeek7 / 16332
NVIDIA2 / 10471
Z.ai17 / 521057
MiniMax6 / 14692
Cohere10 / 26181
Amazon5 / 6201
Microsoft9 / 24191
Xiaomi5 / 14100
StepFun3 / 550
LG AI Research5 / 1330
Upstage5 / 940
ByteDance1 / 1610
Tencent2 / 1370
Baidu1 / 2010
OpenBMB1 / 120
Agnes AI1 / 220

Models and contributing families

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

35 models match “Google”. Clear search

ModelPublished measuresContributing familiesWith independent supportExplore
Gemini 3.1 Pro92237Published results
Gemini 2.5 Pro23124Published results
Gemini 2.5 Flash21113Published results
Gemini 3.7 Flash2194Published results
Gemini 3.8 Flash3395Published results
Gemini 3.5 Flash842Published results
Gemini 3.5 Flash-Lite733Published results
Gemini 3 Flash Preview222Published results
Gemini 3.6 Flash422Published 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-Lite211Published results
Gemini 4 Argon2611Published 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

Family coverage

Benchmark familyCapabilityModels contributingWith independent support
OSWorldAgentic216
Webarena VerifiedAgentic40
BrowsecompAgentic220
ToolathlonAgentic150
MCP-AtlasAgentic190
AutomationBenchAgentic210
DeepSearchQAAgentic100
GDPvalAgentic6445
Bfcl V4Agentic120
Apex AgentsAgentic100
OfficeQAAgentic110
GDP.pdfAgentic140
Terminal-Bench ScienceAgentic70
Humanity’s Last ExamHard reasoning329
GPQAHard reasoning4518
ARC-AGIHard reasoning6060
AimeHard reasoning220
FrontierMathHard reasoning100
Imo AnswerbenchHard reasoning50
SWE-bench VerifiedCoding3819
SWE-bench ProCoding204
SWE-bench MultilingualCoding90
DeepSWECoding3328
LiveCodeBenchCoding259
Terminal-BenchCoding2222
ScicodeCoding00
Human preference (Arena)Human pref119119
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 AgentsOfficeQAGDP.pdfTerminal-Bench ScienceHumanity’s Last ExamGPQAARC-AGIAimeFrontierMathImo AnswerbenchSWE-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
11.9
Independent support · 53/53 reference peers
Unknown60.0
Provider reports · 5/5 reference peers
0.0
Provider reports · 3/3 reference peers
0.0
Provider reports · 6/6 reference peers
Unknown58.3
Independent support · 11/11 reference peers
83.3
Provider reports · 6/6 reference peers
48.9
Independent support · 59/59 reference peers
Unknown0.0
Provider reports · 6/6 reference peers
Unknown66.7
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
UnknownUnknownUnknown93.4
Independent support · 76/76 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
UnknownUnknown35.7
Independent support · 42/42 reference peers
18.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown90.9
Provider reports · 11/11 reference peers
Unknown54.5
Provider reports · 11/11 reference peers
UnknownUnknown31.9
Independent support · 24/24 reference peers
UnknownUnknownUnknown66.7
Provider reports · 9/9 reference peers
UnknownUnknown69.7
Independent support · 76/76 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
UnknownUnknownUnknownUnknownUnknown63.6
Provider reports · 11/11 reference peers
13.6
Independent support · 59/59 reference peers
27.3
Provider reports · 11/11 reference peers
UnknownUnknown8.3
Independent support · 24/24 reference peers
UnknownUnknownUnknown22.2
Provider reports · 9/9 reference peers
UnknownUnknown43.4
Independent support · 76/76 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
Unknown40.0
Provider reports · 5/5 reference peers
70.0
Independent support · 10/10 reference peers
80.5
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown42.1
Independent support · 27/27 reference peers
Unknown0.0
Independent support · 21/21 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
UnknownUnknownUnknown60.0
Provider reports · 5/5 reference peers
Unknown93.8
Independent support · 13/13 reference peers
85.0
Independent support · 12/12 reference peers
85.6
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown92.1
Independent support · 28/28 reference peers
Unknown22.9
Independent support · 21/21 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
UnknownUnknownUnknownUnknownUnknownUnknownUnknown66.9
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown11.1
Independent support · 27/27 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.5 Flash-LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknown54.8
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown35.6
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown75.0
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3 Flash PreviewUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown42.4
Independent support · 59/59 reference peers
UnknownUnknownUnknown97.2
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.6 FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown54.2
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown18.5
Independent support · 27/27 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 2 27B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown7.9
Independent support · 76/76 reference peers
23.5
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 2 2B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown3.9
Independent support · 76/76 reference peers
2.0
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 2 9B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown6.6
Independent support · 76/76 reference peers
19.6
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 12B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown15.8
Independent support · 76/76 reference peers
29.4
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 27B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.0
Independent support · 76/76 reference peers
39.2
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 4B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown9.2
Independent support · 76/76 reference peers
9.8
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DiffusionGemma 26B A4BUnknownUnknownUnknownUnknownUnknownUnknownUnknown26.2
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 3.1 Flash-LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknown33.3
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 4 ArgonUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown93.2
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1.1 2B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1.1 7B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown2.6
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3 1B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 3n E4B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown11.8
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
CodeGemma 7B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemini 2.5 Flash-LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Gemma 1 2B ITUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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