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.

451 models match.

ModelPublished measuresContributing familiesWith independent supportExplore
Claude Haiku 4.518113Published results
Claude Opus 4.733112Published results
GPT-5.117112Published results
Qwen 3.8-Max50113Published results
Amazon Nova 2 Pro Preview18100Published results
Amazon Nova Premier16100Published results
DeepSeek V4-Pro 08132795Published results
GLM-5.24592Published results
MAI-Thinking-11890Published results
Gemini 3.7 Flash1583Published results
GPT-5.43285Published results
Qwen3.7-max3080Published results
Amazon Nova Lite1270Published results
Amazon Nova Pro1270Published results
Gemini 3.8 Flash2273Published results
Grok 4.61875Published results
Muse Spark 1.31171Published results
Claude Sonnet 51361Published results
Command A Plus 05 20261660Published results
DeepSeek-V4-Flash-07311262Published results
GLM-5.31862Published results
Llama 4 Maverick866Published results
Mistral Medium 3.51363Published results
Claude Opus 4.63453Published results
GLM-5754Published 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 26–50 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
Claude Haiku 4.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown90.9
Provider reports · 11/11 reference peers
UnknownUnknownUnknown27.3
Provider reports · 11/11 reference peers
13.8
Independent support · 47/47 reference peers
36.4
Provider reports · 11/11 reference peers
UnknownUnknownUnknown69.4
Independent support · 24/24 reference peers
UnknownUnknownUnknown11.1
Provider reports · 9/9 reference peers
77.8
Provider reports · 9/9 reference peers
Unknown58.8
Independent support · 114/114 reference peers
27.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown27.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
Claude Opus 4.7100.0
Provider reports · 5/5 reference peers
Unknown35.7
Provider reports · 7/7 reference peers
Unknown100.0
Provider reports · 7/7 reference peers
UnknownUnknown85.7
Provider reports · 7/7 reference peers
Unknown80.0
Provider reports · 5/5 reference peers
33.3
Provider reports · 3/3 reference peers
71.4
Independent support · 7/7 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 6/6 reference peers
100.0
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknown98.2
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknown20.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
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
Qwen 3.8-MaxUnknownUnknownUnknown25.0
Provider reports · 7/7 reference peers
Unknown41.7
Provider reports · 7/7 reference peers
Unknown90.0
Independent support · 40/40 reference peers
UnknownUnknownUnknown25.0
Provider reports · 7/7 reference peers
66.7
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown66.7
Provider reports · 3/3 reference peers
Unknown31.5
Independent support · 28/28 reference peers
Unknown33.3
Provider reports · 6/6 reference peers
Unknown93.0
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown66.7
Provider reports · 3/3 reference peers
33.3
Provider reports · 3/3 reference peers
UnknownUnknownUnknown
Amazon Nova 2 Pro PreviewUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown77.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknown45.5
Provider reports · 11/11 reference peers
Unknown81.8
Provider reports · 11/11 reference peers
UnknownUnknownUnknown59.7
Provider reports · 9/9 reference peers
UnknownUnknownUnknown55.6
Provider reports · 9/9 reference peers
61.1
Provider reports · 9/9 reference peers
UnknownUnknown45.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown45.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown100.0
Provider reports · 9/9 reference peers
100.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
Amazon Nova PremierUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown27.3
Provider reports · 11/11 reference peers
UnknownUnknownUnknown18.2
Provider reports · 11/11 reference peers
Unknown18.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknown0.0
Provider reports · 9/9 reference peers
UnknownUnknownUnknown0.0
Provider reports · 9/9 reference peers
0.0
Provider reports · 9/9 reference peers
UnknownUnknown18.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown18.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown88.9
Provider reports · 9/9 reference peers
90.9
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
DeepSeek V4-Pro 0813UnknownUnknownUnknown50.0
Provider reports · 7/7 reference peers
Unknown75.0
Provider reports · 7/7 reference peers
Unknown82.5
Independent support · 40/40 reference peers
UnknownUnknownUnknown70.8
Provider reports · 7/7 reference peers
45.5
Independent support · 22/22 reference peers
68.1
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown59.0
Independent support · 27/27 reference peers
Unknown62.5
Provider reports · 7/7 reference peers
Unknown81.6
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-5.2UnknownUnknownUnknown0.0
Provider reports · 9/9 reference peers
0.0
Provider reports · 5/5 reference peers
0.0
Provider reports · 9/9 reference peers
UnknownUnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
12.5
Provider reports · 7/7 reference peers
20.0
Provider reports · 5/5 reference peers
51.1
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown3.7
Independent support · 27/27 reference peers
Unknown0.0
Provider reports · 7/7 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
MAI-Thinking-1UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
0.0
Provider reports · 4/4 reference peers
UnknownUnknown0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknown0.0
Provider reports · 1/1 reference peers
UnknownUnknown100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 1/1 reference peers
Unknown0.0
Provider reports · 1/1 reference peers
Unknown
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
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
Qwen3.7-maxUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
Unknown0.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
33.3
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
Unknown0.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown33.3
Provider reports · 3/3 reference peers
0.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknown
Amazon Nova LiteUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknown0.0
Provider reports · 11/11 reference peers
Unknown4.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown0.0
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown55.6
Provider reports · 9/9 reference peers
18.2
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
Amazon Nova ProUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown9.1
Provider reports · 11/11 reference peers
UnknownUnknownUnknown9.1
Provider reports · 11/11 reference peers
Unknown4.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown9.1
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown9.1
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknown77.8
Provider reports · 9/9 reference peers
81.8
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown
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
Grok 4.6UnknownUnknownUnknownUnknownUnknownUnknownUnknown96.3
Independent support · 42/42 reference peers
Unknown66.7
Provider reports · 3/3 reference peers
UnknownUnknown90.9
Independent support · 22/22 reference peers
70.2
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown51.9
Independent support · 27/27 reference peers
Unknown33.3
Provider reports · 3/3 reference peers
Unknown78.9
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Muse Spark 1.375.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown75.0
Provider reports · 3/3 reference peers
50.0
Provider reports · 3/3 reference peers
75.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknown63.6
Independent support · 22/22 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown
Claude Sonnet 5UnknownUnknownUnknownUnknownUnknownUnknownUnknown60.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown17.6
Independent support · 27/27 reference peers
Unknown10.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
UnknownUnknown0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown
Command A Plus 05 2026UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
Unknown100.0
Provider reports · 1/1 reference peers
100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-V4-Flash-0731UnknownUnknownUnknown25.0
Provider reports · 4/4 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown26.4
Independent support · 27/27 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
Unknown68.4
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-5.3UnknownUnknownUnknown33.3
Provider reports · 6/6 reference peers
Unknown100.0
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknown83.3
Provider reports · 6/6 reference peers
31.8
Independent support · 22/22 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown72.2
Independent support · 27/27 reference peers
Unknown70.8
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Llama 4 MaverickUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 40/40 reference peers
UnknownUnknownUnknown28.6
Independent support · 7/7 reference peers
Unknown4.3
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknown0.0
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown29.8
Independent support · 114/114 reference peers
58.8
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Mistral Medium 3.5UnknownUnknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknown50.0
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknown0.0
Independent support · 22/22 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknown50.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown65.8
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Claude Opus 4.6UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown80.0
Provider reports · 5/5 reference peers
Unknown100.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknown94.4
Independent support · 21/21 reference peers
29.2
Independent support · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknown99.1
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown31.9
Independent support · 47/47 reference peers
100.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknown77.8
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown82.5
Independent support · 114/114 reference peers
83.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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