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.

471 models match.

ModelPublished measuresContributing familiesWith independent supportExplore
Claude Haiku 4.518103Published results
GPT-5.117102Published results
MiniMax-M338102Published results
Qwen 3.8-Max59103Published results
Amazon Nova 2 Pro Preview1890Published results
Amazon Nova Premier1690Published results
Gemini 3.7 Flash2194Published results
Gemini 3.8 Flash3395Published results
MAI-Thinking-11890Published results
DeepSeek V4-Pro 08132985Published results
GLM-5.24782Published results
Muse Spark 1.32282Published results
Qwen3.7-max3280Published results
Amazon Nova Lite1270Published results
Amazon Nova Pro1270Published results
Claude Sonnet 52172Published results
GPT-5.43575Published results
GPT-6 Sol2472Published results
GPT-6.1 Sol1572Published results
Grok 4.63276Published results
GLM-5.32663Published results
GLM-5.3-Flash1566Published results
Llama 4 Maverick966Published results
Claude Opus 4.63553Published results
DeepSeek-V4-Flash-07311352Published 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 26–50 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
Claude Haiku 4.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown90.9
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown27.3
Provider reports · 11/11 reference peers
11.0
Independent support · 59/59 reference peers
36.4
Provider reports · 11/11 reference peers
UnknownUnknown69.4
Independent support · 24/24 reference peers
UnknownUnknownUnknown11.1
Provider reports · 9/9 reference peers
UnknownUnknown75.6
Independent support · 41/41 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
GPT-5.1UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown54.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 11/11 reference peers
Unknown90.9
Provider reports · 11/11 reference peers
UnknownUnknown88.9
Provider reports · 9/9 reference peers
UnknownUnknownUnknown100.0
Provider reports · 9/9 reference peers
UnknownUnknown63.2
Independent support · 76/76 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
MiniMax-M340.0
Provider reports · 5/5 reference peers
Unknown71.4
Provider reports · 7/7 reference peers
Unknown71.4
Provider reports · 7/7 reference peers
UnknownUnknown64.3
Independent support · 47/47 reference peers
Unknown40.0
Provider reports · 5/5 reference peers
66.7
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown50.0
Provider reports · 6/6 reference peers
83.3
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknown64.5
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknown40.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Qwen 3.8-MaxUnknownUnknownUnknown25.0
Provider reports · 7/7 reference peers
Unknown41.7
Provider reports · 7/7 reference peers
Unknown83.3
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknown25.0
Provider reports · 7/7 reference peers
66.7
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknown66.7
Provider reports · 3/3 reference peers
Unknown31.5
Independent support · 28/28 reference peers
UnknownUnknownUnknown92.1
Independent support · 76/76 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
UnknownUnknownUnknownUnknownUnknown45.5
Provider reports · 11/11 reference peers
Unknown81.8
Provider reports · 11/11 reference peers
UnknownUnknown59.7
Provider reports · 9/9 reference peers
UnknownUnknownUnknown55.6
Provider reports · 9/9 reference peers
UnknownUnknownUnknown45.5
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
UnknownUnknownUnknownUnknownUnknown18.2
Provider reports · 11/11 reference peers
Unknown18.2
Provider reports · 11/11 reference peers
UnknownUnknown0.0
Provider reports · 9/9 reference peers
UnknownUnknownUnknown0.0
Provider reports · 9/9 reference peers
UnknownUnknownUnknown18.2
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
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
MAI-Thinking-1UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
UnknownUnknown0.0
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
DeepSeek V4-Pro 0813UnknownUnknownUnknown50.0
Provider reports · 7/7 reference peers
Unknown75.0
Provider reports · 7/7 reference peers
Unknown76.2
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknown70.8
Provider reports · 7/7 reference peers
100.0
Independent support · 2/2 reference peers
58.5
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown59.0
Independent support · 27/27 reference peers
UnknownUnknownUnknown80.3
Independent support · 76/76 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
UnknownUnknown12.5
Provider reports · 7/7 reference peers
20.0
Provider reports · 5/5 reference peers
40.7
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown3.7
Independent support · 27/27 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
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
UnknownUnknownUnknownUnknownUnknownUnknown100.0
Independent support · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
Unknown14.3
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown
Qwen3.7-maxUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
Unknown0.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
33.3
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
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
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 11/11 reference peers
Unknown4.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
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
UnknownUnknownUnknownUnknownUnknown9.1
Provider reports · 11/11 reference peers
Unknown4.5
Provider reports · 11/11 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown9.1
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
Claude Sonnet 5UnknownUnknownUnknownUnknownUnknownUnknownUnknown60.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
Unknown0.0
Provider reports · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown17.6
Independent support · 27/27 reference peers
Unknown13.6
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 5/5 reference peers
UnknownUnknown0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-5.4UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 5/5 reference peers
71.2
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknown58.3
Independent support · 6/6 reference peers
Unknown22.2
Independent support · 27/27 reference peers
UnknownUnknownUnknown81.6
Independent support · 76/76 reference peers
94.1
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-6 Sol0.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown0.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 2/2 reference peers
0.0
Provider reports · 2/2 reference peers
UnknownUnknown88.1
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 2/2 reference peers
Unknown76.2
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-6.1 Sol50.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown50.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknownUnknown65.0
Provider reports · 2/2 reference peers
50.0
Provider reports · 2/2 reference peers
UnknownUnknown98.3
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown70.0
Provider reports · 2/2 reference peers
Unknown92.9
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Grok 4.6UnknownUnknownUnknownUnknownUnknownUnknownUnknown95.2
Independent support · 44/44 reference peers
Unknown66.7
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknown80.0
Independent support · 10/10 reference peers
64.4
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown51.9
Independent support · 27/27 reference peers
Unknown33.3
Independent support · 21/21 reference peers
Unknown76.3
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-5.3UnknownUnknownUnknown33.3
Provider reports · 6/6 reference peers
Unknown100.0
Provider reports · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown83.3
Provider reports · 6/6 reference peers
20.0
Independent support · 10/10 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown72.2
Independent support · 27/27 reference peers
Unknown66.7
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-5.3-FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknown95.2
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown10.0
Independent support · 10/10 reference peers
62.7
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown55.6
Independent support · 27/27 reference peers
Unknown52.4
Independent support · 21/21 reference peers
Unknown88.2
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Llama 4 MaverickUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknown25.0
Independent support · 8/8 reference peers
Unknown3.4
Independent support · 59/59 reference peers
UnknownUnknownUnknown0.0
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown58.5
Independent support · 41/41 reference peers
58.8
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Claude Opus 4.6UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown80.0
Provider reports · 5/5 reference peers
Unknown100.0
Provider reports · 2/2 reference peers
UnknownUnknown94.4
Independent support · 21/21 reference peers
29.2
Independent support · 6/6 reference peers
UnknownUnknownUnknownUnknownUnknown100.0
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-V4-Flash-0731UnknownUnknownUnknown25.0
Provider reports · 4/4 reference peers
Unknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown26.4
Independent support · 27/27 reference peers
UnknownUnknownUnknown60.5
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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