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
GLM-5754Published results
Grok-4.51653Published results
Mistral Medium 3.51552Published results
Muse Spark 1.21851Published results
Command A Plus 05 20261640Published results
Gemini 3.5 Flash842Published results
GPT-4o Mini444Published results
MiniMax-M2.5444Published results
o3444Published results
Claude Opus 4.5333Published results
Command A Vision 07 2025430Published results
DeepSeek-R1-0528333Published results
DeepSeek-V3.2333Published results
Gemini 3.5 Flash-Lite733Published results
GLM-4.5333Published results
GPT-4.1333Published results
GPT-5.2433Published results
gpt-oss-120b433Published results
MiniMax-M2333Published results
Mistral Medium 3.1832Published results
o3-mini333Published results
o4-mini333Published results
Qwen3-235B-A22B333Published results
Qwen3-235B-A22B-Instruct-2507333Published results
Qwen3.8-27B833Published 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 51–75 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
GLM-5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.4
Independent support · 59/59 reference peers
100.0
Provider reports · 4/4 reference peers
UnknownUnknown77.8
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown78.9
Independent support · 76/76 reference peers
83.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Grok-4.5UnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 3/3 reference peers
Unknown0.0
Provider reports · 3/3 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown17.6
Independent support · 27/27 reference peers
Unknown7.1
Independent support · 21/21 reference peers
Unknown92.7
Independent support · 41/41 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Mistral Medium 3.5UnknownUnknown25.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknown45.2
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.0
Provider reports · 4/4 reference peers
UnknownUnknown50.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown53.9
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Muse Spark 1.2UnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 1/1 reference peers
0.0
Provider reports · 1/1 reference peers
0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown40.7
Independent support · 27/27 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknown
Command A Plus 05 2026UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Provider reports · 1/1 reference peers
Unknown100.0
Provider reports · 1/1 reference peers
100.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
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
GPT-4o MiniUnknownUnknownUnknownUnknownUnknownUnknownUnknown4.8
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown3.4
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 8/8 reference peers
UnknownUnknownUnknown33.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
MiniMax-M2.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.4
Independent support · 59/59 reference peers
UnknownUnknownUnknown97.2
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown34.2
Independent support · 76/76 reference peers
56.9
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
o30.0
Independent support · 5/5 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown32.2
Independent support · 59/59 reference peers
UnknownUnknownUnknown50.0
Independent support · 18/18 reference peers
UnknownUnknownUnknown87.5
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Claude Opus 4.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown50.0
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknown83.3
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown97.6
Independent support · 41/41 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Command A Vision 07 2025UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 1/1 reference peers
Unknown0.0
Provider reports · 1/1 reference peers
0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-0528UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown75.0
Independent support · 8/8 reference peers
UnknownUnknown78.0
Independent support · 41/41 reference peers
74.5
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-V3.2UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown20.3
Independent support · 59/59 reference peers
UnknownUnknownUnknown66.7
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown52.6
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
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
GLM-4.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown33.3
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown44.7
Independent support · 76/76 reference peers
78.4
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4.1UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown12.5
Independent support · 8/8 reference peers
Unknown8.5
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown64.7
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-5.2UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown45.8
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown59.2
Independent support · 76/76 reference peers
92.2
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
gpt-oss-120bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 2/2 reference peers
UnknownUnknownUnknownUnknown5.6
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown21.1
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
MiniMax-M2UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown55.6
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown17.1
Independent support · 76/76 reference peers
66.7
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Mistral Medium 3.1UnknownUnknown0.0
Provider reports · 2/2 reference peers
UnknownUnknownUnknownUnknown28.6
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown73.2
Independent support · 41/41 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
o3-miniUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown16.9
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown50.0
Independent support · 8/8 reference peers
UnknownUnknown19.7
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
o4-miniUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown30.5
Independent support · 59/59 reference peers
UnknownUnknownUnknown16.7
Independent support · 18/18 reference peers
UnknownUnknownUnknown100.0
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Qwen3-235B-A22BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown37.5
Independent support · 8/8 reference peers
UnknownUnknown28.9
Independent support · 76/76 reference peers
41.2
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Qwen3-235B-A22B-Instruct-2507UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown11.0
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown80.5
Independent support · 41/41 reference peers
72.5
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Qwen3.8-27BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 10/10 reference peers
44.1
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown61.8
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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