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
aya-expanse-8b222Published results
Claude Haiku 5.53522Published results
Claude Sonnet 5.5822Published results
Devstral 2422Published results
Devstral Small 2321Published 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
GLM-4.5-Air222Published results
GLM-4.6222Published results
GPT-4-turbo222Published results
GPT-4.1 Mini222Published results
GPT-4o222Published results
GPT-6 Luna2022Published results
Grok 4.71722Published results
Hy3722Published results
Llama-3.1-70B-Instruct222Published results
Llama-3.1-8B-Instruct222Published results
Llama-3.3-70B-Instruct222Published results
Llama-4-Scout-17B-16E-Instruct322Published 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 76–100 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
aya-expanse-8bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown26.8
Independent support · 41/41 reference peers
5.9
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Claude Haiku 5.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown62.5
Independent support · 8/8 reference peers
Unknown58.5
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Claude Sonnet 5.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown77.1
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown100.0
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Devstral 2UnknownUnknownUnknownUnknownUnknownUnknownUnknown40.5
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown63.9
Independent support · 19/19 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Devstral Small 2UnknownUnknownUnknownUnknownUnknownUnknownUnknown38.1
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Provider reports · 1/1 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
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
GLM-4.5-AirUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown27.6
Independent support · 76/76 reference peers
62.7
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.6UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown41.7
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown51.3
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4-turboUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown12.5
Independent support · 8/8 reference peers
UnknownUnknownUnknown35.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4.1 MiniUnknownUnknownUnknownUnknownUnknownUnknownUnknown23.8
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown3.4
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-4oUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown3.4
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknown25.0
Independent support · 8/8 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GPT-6 LunaUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown49.2
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown19.0
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Grok 4.7UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown61.0
Independent support · 59/59 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown61.9
Independent support · 21/21 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Hy3UnknownUnknownUnknownUnknownUnknownUnknownUnknown64.3
Independent support · 42/42 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown73.7
Independent support · 76/76 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Llama-3.1-70B-InstructUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown43.9
Independent support · 41/41 reference peers
31.4
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Llama-3.1-8B-InstructUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown24.4
Independent support · 41/41 reference peers
11.8
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Llama-3.3-70B-InstructUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown53.7
Independent support · 41/41 reference peers
37.3
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
Llama-4-Scout-17B-16E-InstructUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown56.1
Independent support · 41/41 reference peers
48.0
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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