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.

52 models match “Z.ai”. Clear search

ModelPublished measuresContributing familiesWith independent supportExplore
GLM-5.147161Published results
GLM-5.24592Published results
GLM-5.31862Published results
GLM-5754Published results
GLM-5.3-Flash444Published results
GLM-4.5333Published results
GLM-4.5-Air222Published results
GLM-4.6222Published results
chatglm-6b111Published results
chatglm2-6b111Published results
chatglm3-6b111Published results
glm-4-9b-chat111Published results
GLM-4.5V111Published results
GLM-4.6V111Published results
GLM-4.7111Published results
GLM-4.7-Flash111Published results
GLM-5V-Turbo111Published results
AutoGLM-Phone-9B000Published results
AutoGLM-Phone-9B-Multilingual000Published results
chatglm2-6b-32k000Published results
chatglm3-6b-128k000Published results
chatglm3-6b-32k000Published results
codegeex2-6b000Published results
codegeex4-all-9b000Published results
cogagent-9b-20241220000Published 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 1–25 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
GLM-5.1UnknownUnknown70.2
Provider reports · 11/11 reference peers
Unknown57.1
Provider reports · 7/7 reference peers
UnknownUnknown71.4
Provider reports · 9/9 reference peers
UnknownUnknownUnknown58.3
Provider reports · 4/4 reference peers
10.0
Provider reports · 8/8 reference peers
Unknown50.0
Provider reports · 2/2 reference peers
Unknown50.0
Provider reports · 4/4 reference peers
Unknown100.0
Provider reports · 7/7 reference peers
54.2
Provider reports · 9/9 reference peers
75.0
Provider reports · 4/4 reference peers
Unknown50.0
Provider reports · 4/4 reference peers
37.5
Provider reports · 5/5 reference peers
50.0
Provider reports · 4/4 reference peers
84.2
Independent support · 114/114 reference peers
50.0
Provider reports · 4/4 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown25.0
Provider reports · 4/4 reference peers
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
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
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
GLM-5.3-FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknown97.5
Independent support · 40/40 reference peers
UnknownUnknownUnknownUnknown27.3
Independent support · 22/22 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown55.6
Independent support · 27/27 reference peers
UnknownUnknownUnknown91.2
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.5UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown33.3
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown56.1
Independent support · 114/114 reference peers
78.4
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.5-AirUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown41.2
Independent support · 114/114 reference peers
62.7
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.6UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown41.7
Independent support · 18/18 reference peers
UnknownUnknownUnknownUnknownUnknownUnknown63.2
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
chatglm-6bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.0
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
chatglm2-6bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown0.9
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
chatglm3-6bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown1.8
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
glm-4-9b-chatUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown17.6
Independent support · 51/51 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.5VUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown36.0
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.6VUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown43.9
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.7UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown71.9
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-4.7-FlashUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown39.5
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
GLM-5V-TurboUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown66.7
Independent support · 114/114 reference peers
UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
AutoGLM-Phone-9BUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
AutoGLM-Phone-9B-MultilingualUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
chatglm2-6b-32kUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
chatglm3-6b-128kUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
chatglm3-6b-32kUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
codegeex2-6bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
codegeex4-all-9bUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown
cogagent-9b-20241220UnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknownUnknown

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