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.

15 models match “DeepSeek”. Clear search

ModelPublished measuresContributing familiesWith independent supportExplore
DeepSeek V4-Pro 08132795Published results
DeepSeek-V4-Flash-07311262Published results
DeepSeek-R1-0528333Published results
DeepSeek-V3.2333Published results
DeepSeek V4 Flash 0424000Published results
DeepSeek V4-Pro 0424000Published results
DeepSeek-R1-0528-Qwen3-8B000Published results
DeepSeek-R1-Distill-Llama-70B000Published results
DeepSeek-R1-Distill-Llama-8B000Published results
DeepSeek-R1-Distill-Qwen-1.5B000Published results
DeepSeek-R1-Distill-Qwen-14B000Published results
DeepSeek-R1-Distill-Qwen-32B000Published results
DeepSeek-R1-Distill-Qwen-7B000Published results
DeepSeek-V3.2-Speciale000Published results
DeepSeek-V4-Flash-Vision-Exp000Published 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 1–15 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
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
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
DeepSeek-R1-0528UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown75.0
Independent support · 8/8 reference peers
UnknownUnknown61.4
Independent support · 114/114 reference peers
74.5
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-V3.2UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.5
Independent support · 47/47 reference peers
UnknownUnknownUnknownUnknown66.7
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown64.0
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek V4 Flash 0424UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek V4-Pro 0424UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-0528-Qwen3-8BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-Distill-Llama-70BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-Distill-Llama-8BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-Distill-Qwen-1.5BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-Distill-Qwen-14BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-Distill-Qwen-32BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-R1-Distill-Qwen-7BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-V3.2-SpecialeUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
DeepSeek-V4-Flash-Vision-ExpUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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