Benchmarks
评测基准
agent
Agents' Last Exam
Finance Agent
FinanceAgent
Terminal Bench 2.0
Toolathlon
Toolathlon-Verified
智能体能力榜·Hermes
智能体能力榜·Hermes·平均 Token(K)
智能体能力榜·Hermes·平均成本
智能体能力榜·Hermes·平均耗时(分钟)
智能体能力榜·Hermes·平均请求数
智能体能力榜·OpenClaw
智能体能力榜·OpenClaw·平均 Token(K)
智能体能力榜·OpenClaw·平均成本
智能体能力榜·OpenClaw·平均耗时(分钟)
智能体能力榜·OpenClaw·平均请求数
arena
audio
chemistry
code
Aider
Aider-Polyglot
Aider-Polyglot Edit
Artificial Analysis Coding Agent Index
Artificial Analysis Coding Index
CFEval
Codegolf v2.2
DeepSWE
EvalPlus
FrontierCode
FrontierSWE
Gorilla Benchmark API Bench
HumanEval
HumanEval Plus
Kimi Code Bench
LiveCodeBench
LiveCodeBench Pro
MBPP Plus
Multi-SWE-Bench
RepoBench
RepoQA
SciCode
SWE-Atlas Codebase QnA
SWE-Atlas Refactoring
SWE-Atlas Test Writing
SWE-bench Multilingual
SWE-Bench Pro
SWE-Bench Verified
SWE-bench Verified (Agentic Coding)
SWE-Lancer
SWE-Lancer (IC-Diamond subset)
Terminal-Bench
Terminal-Bench 2.1
Terminal-Bench Hard
Terminus
communication
creativity
economics
finance
frontend_development
general
AA-Index
ACEBench
AGIEval
AI2 Reasoning Challenge (ARC)
Aider-Polyglot
Aider-Polyglot Edit
AlignBench
AlpacaEval 2.0
AndroidWorld_SR
Arc
ARC-AGI-1
ARC-AGI-2
ARC-C
ARC-E
Arena Hard
Arena-Hard v2
Artificial Analysis Intelligence Index
AutomationBench
BFCL
BFCL v2
BFCL_v3_MultiTurn
BFCL-v3
BIG-Bench Extra Hard
BigCodeBench
BigCodeBench-Full
BigCodeBench-Hard
C-Eval
CharXiv Reasoning
Claw-eval
ClawEval
CMMLU
CSimpleQA
CTI-REALM
DS-FIM-Eval
FORTE
French MMLU
GDPval
GDPval-AA
GeneBench
Global-MMLU
Global-MMLU-Lite
GPQA
GPQA Biology
GPQA Diamond
HumanEvalFIM-Average
Humanity's Last Exam
Humanity's Last Exam
IF
IFBench
IFEval
Include
Instruct HumanEval
Internal API instruction following (hard)
JobBench
Kimi Claw 24/7 Bench
LiveBench
LiveBench 20241125
LiveCodeBench
LiveCodeBench v5
LiveCodeBench v5 24.12-25.2
LiveCodeBench v6
LiveCodeBench(01-09)
Long Context Reasoning
LongBench v2
LongFact Concepts
LongFact Objects
LSAT
MBPP
MBPP ++ base version
MBPP EvalPlus
MBPP EvalPlus (base)
MBPP pass@1
MBPP+
MCP Atlas
MCP Mark Verified
MLS Bench Lite
MLVU-M
MME-RealWorld
MMLU
MMLU (CoT)
MMLU Chat
MMLU French
MMLU-Base
MMLU-Pro
MMLU-ProX
MMLU-Redux
MMLU-redux-2.0
MMMLU
MMMU
MMMU (val)
MMMU (validation)
MMMU-Pro
MMMUval
MMStar
MMT-Bench
MMVet
MMVetGPT4Turbo
MRCR
MRCR 1M
MRCR 1M (pointwise)
MRCR v2
MRCR v2 (8-needle)
MRCRv2
MT-Bench
MultiLF
Multilingual MMLU
MultiPL-E
Multipl-E HumanEval
Multipl-E MBPP
Natural Questions
Natural2Code
Nexus
NL2Repo
NMOS
NQ
OpenAI MMLU
OpenBookQA
OSWorld
OSWorld Extended
OSWorld Screenshot-only
OSWorld-Verified
PhiBench
PIQA
PopQA
Program Bench
Scale MultiChallenge
SimpleQA
SuperGLUE
SuperGPQA
SWE-bench Verified (Agentless)
Tau-bench
TriviaQA
TruthfulQA
Vibe-Eval
VoiceBench Avg
Wild Bench
τ²-Bench Telecom
τ3 Banking
大语言模型综合能力榜
大语言模型综合能力榜·Academic Reasoning
大语言模型综合能力榜·Chat
大语言模型综合能力榜·Common Reasoning
大语言模型综合能力榜·Comprehensive Coding Ability
大语言模型综合能力榜·Comprehensive Tool Using
大语言模型综合能力榜·Creation
大语言模型综合能力榜·Higher Math
大语言模型综合能力榜·IF
大语言模型综合能力榜·Knowledge CommonSense
大语言模型综合能力榜·Knowledge Engineering
大语言模型综合能力榜·Knowledge Humanity
大语言模型综合能力榜·Knowledge Science
大语言模型综合能力榜·Knowledge Social Science
大语言模型综合能力榜·Math Competition
大语言模型综合能力榜·NLP
大语言模型综合能力榜·代码
大语言模型综合能力榜·推理
大语言模型综合能力榜·数学
大语言模型综合能力榜·智能体
大语言模型综合能力榜·知识
大语言模型综合能力榜·语言
开源模型能力榜
开源模型能力榜·AIME2025
开源模型能力榜·GPQA-Diamond
开源模型能力榜·HLE
开源模型能力榜·IFEval
开源模型能力榜·LiveCodeBenchV6
开源模型能力榜·MMLU-Pro
healthcare
image-to-text
language
AlignBench
BBH
BIG-Bench
BIG-Bench Extra Hard
BIG-Bench Hard
BoolQ
CharadesSTA
CLUEWSC
CMMLU
COLLIE
Common Voice 15
CommonSenseQA
CoVoST2
CoVoST2 en-zh
CSimpleQA
ECLeKTic
FLEURS
French MMLU
Global-MMLU
Global-MMLU-Lite
MEGA MLQA
MEGA TyDi QA
MEGA UDPOS
MEGA XCOPA
MEGA XStoryCloze
MMLU
MMLU (CoT)
MMLU Chat
MMLU French
MMLU-Base
MMLU-Pro
MMLU-ProX
MMLU-Redux
MMLU-redux-2.0
MMMLU
Multi-IF
MultiChallenge (o3-mini grader)
Multilingual MMLU
MultiPL-E
Multipl-E HumanEval
Open-rewrite
Spider
SQuALITY
SuperGLUE
TLDR9+ (test)
Translation en→Set1 COMET22
Translation en→Set1 spBleu
Translation Set1→en COMET22
Translation Set1→en spBleu
TydiQA
VATEX
VQAv2 (val)
Winogrande
WMT23
WMT24++
XLSum English
legal
long_context
ComplexFuncBench
EgoSchema
FlenQA
GovReport
Graphwalks BFS >128k
Graphwalks parents >128k
InfiniteBench/En.MC
InfiniteBench/En.QA
LongBench v2
LongVideoBench
LVBench
MLVU
MRCR
MRCR 1M
MRCR 1M (pointwise)
MRCR v2
MRCR v2 (8-needle)
NIH/Multi-needle
OpenAI-MRCR: 2 needle 128k
OpenAI-MRCR: 2 needle 1M
OpenAI-MRCR: 2 needle 256k
Qasper
QMSum
RepoQA
RULER
SQuALITY
SummScreenFD
math
AGIEval
AIME
AIME 2024
AIME 2025
AlignBench
AMC_2022_23
BBH
BIG-Bench
BIG-Bench Hard
CBNSL
CNMO 2024
CodeForces
DROP
FinQA
FrontierMath
FunctionalMATH
GSM-8K (CoT)
GSM8k
GSM8K Chat
HiddenMath
HLE
HMMT 2025
HMMT25
InterGPS
LiveBench
LiveBench 20241125
MATH
MATH (CoT)
MATH-500
MathVision
MathVista
MathVista-Mini
MGSM
MMLU
MMLU (CoT)
MMLU Chat
MMLU French
MMLU-Base
MMLU-Pro
MMLU-ProX
MMLU-Redux
MMLU-redux-2.0
MMLU-STEM
MMMLU
MMVet
MMVetGPT4Turbo
Multilingual MGSM (CoT)
OlympiadBench
OmniMath
OpenAI MMLU
PhiBench
PhysicsFinals
PolyMATH
PolyMath-en
SAT Math
SciCode
ScienceQA
STEM
SuperGPQA
TheoremQA
USAMO25
multimodal
AI2D
AITZ_EM
Android Control High_EM
Android Control Low_EM
AndroidWorld_SR
BLINK
CC-OCR
CharadesSTA
ChartQA
CharXiv-D
CharXiv-R
DocVQA
DocVQAtest
GroundUI-1K
InfographicsQA
InfoVQA
InfoVQAtest
LongVideoBench
LVBench
MathVision
MathVista
MathVista-Mini
MedXpertQA
Meld
MIMIC CXR
MLVU
MM IF-Eval
MM-Mind2Web
MM-MT-Bench
MMAU
MMAU Music
MMAU Sound
MMAU Speech
MMBench
MMBench_test
MMBench-V1.1
MMBench-Video
MME
MME-RealWorld
MMMU
MMMU (val)
MMMU (validation)
MMMU-Pro
MMMUval
MMStar
MMT-Bench
MMVet
MMVetGPT4Turbo
MobileMiniWob++_SR
MTVQA
MuirBench
MusicCaps
MVBench
OlympiadBench
OmniBench
OmniBench Music
OSWorld
OSWorld Extended
OSWorld Screenshot-only
PathMCQA
PerceptionTest
PointGrounding
PolyMATH
POPE
ScienceQA
ScienceQA Visual
ScreenSpot
ScreenSpot Pro
SlakeVQA
STEM
TempCompass
TextVQA
VATEX
Vibe-Eval
Video-MME
Video-MME (long, no subtitles)
Video-MMEw sub
VideoMME w sub.
VideoMME w/o sub.
VideoMMMU
VisualWebBench
VQA-Rad
VQAv2
VQAv2 (test)
VQAv2 (val)
physics
psychology
reasoning
ACEBench
AGIEval
AI2 Reasoning Challenge (ARC)
AI2D
Aider
AIME
AIME 2024
AIME 2025
AITZ_EM
AlignBench
AlpacaEval 2.0
AMC_2022_23
Android Control High_EM
Android Control Low_EM
AndroidWorld_SR
API-Bank
Arc
ARC-AGI
ARC-AGI v2
ARC-C
ARC-E
Arena Hard
Arena-Hard v2
AutoLogi
BBH
BFCL
BFCL v2
BFCL_v3_MultiTurn
BFCL-v3
BIG-Bench
BIG-Bench Extra Hard
BIG-Bench Hard
BigCodeBench
BigCodeBench-Full
BigCodeBench-Hard
Bird-SQL (dev)
BLINK
BoolQ
BrowseComp
BrowseComp Long Context 128k
BrowseComp Long Context 256k
BrowseComp-zh
C-Eval
CBNSL
ChartQA
CharXiv-D
CharXiv-R
CLUEWSC
CMMLU
CodeForces
COLLIE
CommonSenseQA
ComplexFuncBench
CRAG
CRPErelation
CRUX-O
CRUXEval-Input-CoT
CruxEval-O
CRUXEval-Output-CoT
DROP
DS-Arena-Code
ECLeKTic
EgoSchema
ERQA
EvalPlus
FACTS Grounding
FActScore
FinQA
FlenQA
FRAMES
French MMLU
FrontierMath
FunctionalMATH
Global-MMLU
Global-MMLU-Lite
Gorilla Benchmark API Bench
GPQA
GPQA Biology
GPQA Chemistry
GPQA Physics
Graphwalks BFS <128k
Graphwalks BFS >128k
Graphwalks parents <128k
Graphwalks parents >128k
GSM-8K (CoT)
GSM8k
GSM8K Chat
Hallusion Bench
HellaSwag
HiddenMath
HLE
HumanEval
HumanEval Plus
HumanEval-Average
HumanEval-ER
HumanEval-Mul
HumanEval+
LBPP (v2)
LiveBench
LiveBench 20241125
LiveCodeBench
LiveCodeBench v5
LiveCodeBench v5 24.12-25.2
LiveCodeBench v6
LiveCodeBench(01-09)
LongBench v2
LongFact Concepts
LongFact Objects
LSAT
MATH
MATH (CoT)
MATH-500
MBPP
MBPP ++ base version
MBPP EvalPlus
MBPP EvalPlus (base)
MBPP pass@1
MBPP Plus
MBPP+
MedXpertQA
MEGA MLQA
MEGA TyDi QA
MEGA XCOPA
MEGA XStoryCloze
MGSM
MM IF-Eval
MM-Mind2Web
MMAU
MMAU Music
MMAU Sound
MMAU Speech
MMBench
MMBench_test
MMBench-V1.1
MMBench-Video
MME
MMLU
MMLU (CoT)
MMLU Chat
MMLU French
MMLU-Base
MMLU-Pro
MMLU-ProX
MMLU-Redux
MMLU-redux-2.0
MMLU-STEM
MMMLU
MMMU
MMMU (val)
MMMU (validation)
MMMU-Pro
MMMUval
MMStar
MMT-Bench
MMVet
MMVetGPT4Turbo
MRCR
MRCR 1M
MRCR 1M (pointwise)
MRCR v2
MRCR v2 (8-needle)
MT-Bench
MuirBench
Multi-Challenge
Multi-IF
Multi-SWE-Bench
MultiChallenge (o3-mini grader)
Multilingual MGSM (CoT)
Multilingual MMLU
Multipl-E MBPP
MuSR
MVBench
Natural Questions
Natural2Code
NQ
OJBench
OlympiadBench
OmniBench
OmniMath
OpenAI MMLU
OpenAI-MRCR: 2 needle 128k
OpenAI-MRCR: 2 needle 1M
OpenAI-MRCR: 2 needle 256k
OpenBookQA
OSWorld Extended
PathMCQA
PerceptionTest
PhiBench
PhysicsFinals
PIQA
PolyMATH
PolyMath-en
PopQA
Qasper
RepoBench
RepoQA
RULER
SAT Math
Scale MultiChallenge
SciCode
ScienceQA
ScienceQA Visual
SimpleQA
SlakeVQA
Social IQa
Spider
STEM
SuperGLUE
SuperGPQA
SWE-bench Multilingual
SWE-Bench Verified
SWE-bench Verified (Agentic Coding)
SWE-bench Verified (Agentless)
SWE-bench Verified (Multiple Attempts)
SWE-Lancer
SWE-Lancer (IC-Diamond subset)
Tau-bench
TAU-bench Airline
TAU-bench Retail
Tau2 Airline
Tau2 Retail
Tau2 Telecom
TempCompass
Terminal-Bench
Terminus
TheoremQA
TriviaQA
TruthfulQA
TydiQA
Uniform Bar Exam
USAMO25
VCR_en_easy
Video-MME
Video-MMEw sub
VideoMMMU
VoiceBench Avg
VQAv2
VQAv2 (test)
VQAv2 (val)
Wild Bench
Winogrande
ZebraLogic
roleplay
safety
search
security
价值对齐榜
价值对齐榜·Data Protection
价值对齐榜·Fairness
价值对齐榜·Legality
价值对齐榜·Morality
价值对齐榜·Safety
多模态安全榜
多模态安全榜·Bias
多模态安全榜·Health Risk
多模态安全榜·Legality
多模态安全榜·Misinformation
多模态安全榜·Privacy
多模态安全榜·Toxicity
安全防御榜
安全防御榜·Bias
安全防御榜·Child Safety
安全防御榜·Human Rights
安全防御榜·Info Safety
安全防御榜·Malicious Use
安全防御榜·Socioeconomic
安全防御榜·Toxicity
对齐可靠榜
对齐可靠榜·Civic Virtue
对齐可靠榜·Fairness
对齐可靠榜·Individual Harm
对齐可靠榜·Legality
对齐可靠榜·Privacy
spatial_reasoning
speech-to-text
summarization
text-to-image
video
vision
ActivityNet
AI2D
ARC-AGI
ARC-AGI v2
BabyVision
BLINK
CC-OCR
ChartQA
CharXiv-D
CharXiv-R
CheXpert CXR
DocVQA
DocVQAtest
EgoSchema
ERQA
GroundUI-1K
Hallusion Bench
InfographicsQA
InfoVQA
InfoVQAtest
LMArena Text-to-Video Arena
LongVideoBench
LVBench
MathVision
MathVista
MathVista-Mini
MIMIC CXR
MMBench
MMBench_test
MMBench-V1.1
MME
MME-RealWorld
MMMU (val)
MMMU (validation)
MMMU-Pro
MMMUval
MMStar
MMT-Bench
MMVet
MMVetGPT4Turbo
MTVQA
MuirBench
MVBench
OCRBench
OCRBench_V2
OCRBench-V2 (en)
OCRBench-V2 (zh)
ODinW
OSWorld
OSWorld Screenshot-only
PathMCQA
PointGrounding
PolyMATH
POPE
RealWorldQA
ScienceQA Visual
ScreenSpot
ScreenSpot Pro
SlakeVQA
TempCompass
TextVQA
VCR_en_easy
Vibe-Eval
Video-MME
Video-MME (long, no subtitles)
Video-MMEw sub
VideoMME w sub.
VideoMME w/o sub.
VideoMMMU
VisualWebBench
VQA-Rad
VQAv2
VQAv2 (test)
VQAv2 (val)
多模态安全榜
多模态安全榜·Bias
多模态安全榜·Health Risk
多模态安全榜·Legality
多模态安全榜·Misinformation
多模态安全榜·Privacy
多模态安全榜·Toxicity
多模态开源模型榜
多模态开源模型榜·AI2D
多模态开源模型榜·HallusionBench
多模态开源模型榜·MathVista
多模态开源模型榜·MMBench TEST
多模态开源模型榜·MMMU VAL
多模态开源模型榜·MMStar
多模态开源模型榜·MMVet
多模态开源模型榜·OCRBench
多模态模型能力榜
多模态模型能力榜·信息图
多模态模型能力榜·创作
多模态模型能力榜·感知
多模态模型能力榜·推理
多模态模型能力榜·智能体
多模态模型能力榜·空间
多模态模型能力榜·综合(含 Agent)