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.

37 models match “OpenAI”. Clear search

ModelPublished measuresContributing familiesWith independent supportExplore
GPT-5.6 Sol153255Published results
GPT-5.5110234Published results
GPT-5.6 Terra54173Published results
GPT-5.6 Luna45143Published results
GPT-518121Published results
GPT-5 Mini18121Published results
GPT-6 Astra49123Published results
GPT-5.117112Published results
GPT-5.43285Published results
GPT-4o Mini444Published results
o3444Published results
GPT-4.1333Published results
GPT-5.2333Published results
gpt-oss-120b333Published results
o3-mini333Published results
o4-mini333Published results
GPT-4-turbo222Published results
GPT-4.1 Mini222Published results
GPT-4o222Published results
GPT-3.5-turbo-1106111Published results
GPT-4111Published results
GPT-4.1-nano111Published results
GPT-5 Nano111Published results
GPT-5 Pro111Published results
GPT-5.2 Pro111Published 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
GPT-5.6 Sol33.3
Provider reports · 9/9 reference peers
Unknown66.7
Provider reports · 8/8 reference peers
60.0
Provider reports · 12/12 reference peers
50.0
Provider reports · 5/5 reference peers
57.1
Provider reports · 16/16 reference peers
100.0
Provider reports · 2/2 reference peers
47.8
Independent support · 52/52 reference peers
Unknown33.3
Provider reports · 3/3 reference peers
40.0
Provider reports · 5/5 reference peers
85.6
Provider reports · 14/14 reference peers
89.9
Independent support · 27/27 reference peers
66.0
Independent support · 47/47 reference peers
Unknown68.3
Provider reports · 9/9 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
Unknown33.3
Provider reports · 10/10 reference peers
Unknown79.2
Independent support · 30/30 reference peers
Unknown66.0
Provider reports · 19/19 reference peers
Unknown93.9
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknown93.8
Provider reports · 7/7 reference peers
48.8
Provider reports · 9/9 reference peers
UnknownUnknown33.3
Provider reports · 3/3 reference peers
0.0
Provider reports · 1/1 reference peers
Unknown47.2
Provider reports · 8/8 reference peers
66.7
Provider reports · 3/3 reference peers
Unknown100.0
Provider reports · 4/4 reference peers
Unknown
GPT-5.537.4
Provider reports · 12/12 reference peers
0.0
Provider reports · 3/3 reference peers
62.9
Provider reports · 11/11 reference peers
34.4
Provider reports · 9/9 reference peers
35.2
Provider reports · 13/13 reference peers
10.0
Provider reports · 8/8 reference peers
100.0
Provider reports · 3/3 reference peers
65.1
Provider reports · 14/14 reference peers
Unknown100.0
Provider reports · 5/5 reference peers
60.0
Provider reports · 8/8 reference peers
8.3
Provider reports · 6/6 reference peers
68.3
Provider reports · 8/8 reference peers
69.7
Independent support · 47/47 reference peers
Unknown63.3
Provider reports · 6/6 reference peers
UnknownUnknown83.3
Provider reports · 6/6 reference peers
36.1
Provider reports · 12/12 reference peers
Unknown59.1
Independent support · 27/27 reference peers
Unknown88.9
Independent support · 7/7 reference peers
Unknown92.1
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknown67.4
Provider reports · 11/11 reference peers
22.9
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknown83.3
Provider reports · 5/5 reference peers
UnknownUnknown0.0
Provider reports · 4/4 reference peers
Unknown
GPT-5.6 Terra50.0
Provider reports · 4/4 reference peers
Unknown80.0
Provider reports · 5/5 reference peers
16.7
Provider reports · 6/6 reference peers
Unknown50.0
Provider reports · 6/6 reference peers
Unknown38.6
Provider reports · 11/11 reference peers
UnknownUnknownUnknown20.0
Provider reports · 5/5 reference peers
43.2
Independent support · 24/24 reference peers
79.0
Independent support · 47/47 reference peers
Unknown45.0
Provider reports · 6/6 reference peers
UnknownUnknownUnknown50.0
Provider reports · 6/6 reference peers
Unknown66.0
Independent support · 27/27 reference peers
Unknown66.7
Provider reports · 10/10 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown41.7
Provider reports · 4/4 reference peers
80.0
Provider reports · 5/5 reference peers
UnknownUnknown0.0
Provider reports · 3/3 reference peers
UnknownUnknown50.0
Provider reports · 3/3 reference peers
UnknownUnknown50.0
Provider reports · 4/4 reference peers
Unknown
GPT-5.6 Luna0.0
Provider reports · 4/4 reference peers
Unknown0.0
Provider reports · 5/5 reference peers
33.3
Provider reports · 6/6 reference peers
Unknown33.3
Provider reports · 6/6 reference peers
Unknown42.9
Provider reports · 7/7 reference peers
UnknownUnknownUnknownUnknown19.7
Independent support · 24/24 reference peers
29.8
Independent support · 47/47 reference peers
Unknown18.3
Provider reports · 6/6 reference peers
UnknownUnknownUnknown33.3
Provider reports · 6/6 reference peers
Unknown58.3
Independent support · 27/27 reference peers
Unknown50.0
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
UnknownUnknown37.5
Provider reports · 4/4 reference peers
Unknown
GPT-5UnknownUnknownUnknownUnknown100.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknown77.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknown81.8
Provider reports · 11/11 reference peers
42.6
Independent support · 47/47 reference peers
100.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknown66.7
Provider reports · 9/9 reference peers
UnknownUnknownUnknown88.9
Provider reports · 9/9 reference peers
61.1
Provider reports · 9/9 reference peers
UnknownUnknown90.9
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown100.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown33.3
Provider reports · 9/9 reference peers
54.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
GPT-5 MiniUnknownUnknownUnknownUnknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknown45.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknown54.5
Provider reports · 11/11 reference peers
27.7
Independent support · 47/47 reference peers
72.7
Provider reports · 11/11 reference peers
UnknownUnknownUnknown55.6
Provider reports · 9/9 reference peers
UnknownUnknownUnknown77.8
Provider reports · 9/9 reference peers
33.3
Provider reports · 9/9 reference peers
UnknownUnknown63.6
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown81.8
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown0.0
Provider reports · 9/9 reference peers
27.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
GPT-6 Astra100.0
Provider reports · 2/2 reference peers
Unknown100.0
Provider reports · 3/3 reference peers
UnknownUnknown100.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
100.0
Independent support · 22/22 reference peers
96.9
Independent support · 47/47 reference peers
Unknown100.0
Provider reports · 4/4 reference peers
Unknown100.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknown100.0
Independent support · 28/28 reference peers
Unknown100.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
Unknown100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknown
GPT-5.1UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown54.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknown100.0
Provider reports · 11/11 reference peers
Unknown90.9
Provider reports · 11/11 reference peers
UnknownUnknownUnknown88.9
Provider reports · 9/9 reference peers
UnknownUnknownUnknown100.0
Provider reports · 9/9 reference peers
100.0
Provider reports · 9/9 reference peers
Unknown71.1
Independent support · 114/114 reference peers
85.0
Independent support · 61/61 reference peers
UnknownUnknownUnknownUnknown90.9
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown22.2
Provider reports · 9/9 reference peers
45.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
GPT-5.4UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 5/5 reference peers
76.6
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknown58.3
Independent support · 6/6 reference peers
Unknown22.2
Independent support · 27/27 reference peers
Unknown0.0
Provider reports · 1/1 reference peers
Unknown85.1
Independent support · 114/114 reference peers
94.1
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4o MiniUnknownUnknownUnknownUnknownUnknownUnknownUnknown5.0
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknownUnknown4.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 8/8 reference peers
UnknownUnknownUnknown33.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
o30.0
Independent support · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown40.4
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknown50.0
Independent support · 18/18 reference peers
UnknownUnknownUnknown87.5
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4.1UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown14.3
Independent support · 7/7 reference peers
Unknown10.6
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown64.7
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-5.2UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown55.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown69.3
Independent support · 114/114 reference peers
92.2
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
gpt-oss-120bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown4.5
Independent support · 22/22 reference peers
UnknownUnknownUnknownUnknownUnknown5.6
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown35.1
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
o3-miniUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown21.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown50.0
Independent support · 8/8 reference peers
UnknownUnknown34.2
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
o4-miniUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown38.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknown16.7
Independent support · 18/18 reference peers
UnknownUnknownUnknown100.0
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4-turboUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown12.5
Independent support · 8/8 reference peers
UnknownUnknownUnknown35.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4.1 MiniUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.0
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknownUnknown4.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4oUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown4.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.0
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-3.5-turbo-1106UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown11.4
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4UnknownUnknownUnknownUnknownUnknownUnknownUnknown7.5
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4.1-nanoUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown4.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-5 NanoUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown19.1
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-5 ProUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown46.8
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-5.2 ProUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown57.4
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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