AI 模型评测

对 AI 模型在推理、知识、编程和智能体能力方面进行独立评测。可按技能和知识领域筛选。

AA-LCR v1.1AutomationBench-AATerminal-Bench 4.0SciCodeHumanity's Last ExamGDP.pdfCritPt

Artificial Analysis Intelligence Index v4.3.2

A composite benchmark aggregating ten challenging evaluations to provide a holistic measure of AI capabilities across mathematics, science, coding, and reasoning.

Open Source Models

Artificial Analysis Openness Index

A composite measure providing an industry standard to communicate model openness for users and developers.

AA-Briefcase MethodologyArtificialAnalysis/AA-Briefcase-LiteArtificialAnalysis/Stirrup
Updated

AA-Briefcase v1.1: Agentic Knowledge Work Benchmark

A private evaluation developed by Artificial Analysis for frontier agentic capability in long-horizon knowledge work, testing agents on realistic business workflows that require deliverables such as spreadsheets, presentations, and memos.

商业Intelligence Index私有数据集智能体知识工作工具使用写作推理指令遵循
GDPval2510.04374openai/gdpval
Updated

GDPval-AA v2.1 Leaderboard

GDPval-AA v2.1 is Artificial Analysis' evaluation framework for OpenAI's GDPval dataset. It tests AI models on real-world tasks across 44 occupations and 9 major industries. Models are given shell access and web browsing capabilities in an agentic loop via Stirrup to solve tasks, with Elo ratings derived from blind pairwise comparisons.

商业金融法律医疗人文学科Intelligence Index智能体知识工作写作推理指令遵循工具使用多模态
AA-3D MethodologyArtificialAnalysis/Stirrup
New

AA-3D: Interactive 3D Experience Benchmark

A benchmark developed by Artificial Analysis for how well AI models build interactive 3D experiences. Models work as agents in an offline sandbox via Stirrup to turn a written brief into a three.js scene, with Elo ratings derived from blind pairwise votes.

科学人文学科智能体编程工具使用多模态
APEX-Agents Leaderboardmercor/apex-agents2601.14242ArtificialAnalysis/StirrupAA APEX-Agents-AA Methodology

APEX-Agents-AA Benchmark Leaderboard

Artificial Analysis' implementation of the APEX-Agents benchmark, testing AI agents on long-horizon, cross-application tasks in professional-services environments with realistic application tooling.

编程智能体知识工作工具使用推理
AA-AnalystAgent MethodologyArtificialAnalysis/Stirrup

AA-AnalystAgent Benchmark Leaderboard

Artificial Analysis' data analysis benchmark, testing AI agents on their ability to work with spreadsheets and documents to answer quantitative questions a Business Analyst or Data Analyst would face day-to-day.

金融商业数学私有数据集智能体工具使用推理忠实性
Zapier AutomationBench Leaderboard2604.18934zapier/AutomationBenchAutomationBench-AA Methodology

AutomationBench-AA: Agentic SaaS Workflow Benchmark

A benchmark measuring agentic task completion across simulated SaaS application environments, scoring the share of each task's objectives completed without guardrail violations.

商业私有数据集Intelligence Index智能体工具使用指令遵循
Harvey LAB-AA v1.1 MethodologyIntroducing Harvey's Legal Agent BenchmarkArtificialAnalysis/Stirrup
Updated

Harvey LAB-AA v1.1 Benchmark Leaderboard

Artificial Analysis' implementation of Harvey's Legal Agent Benchmark (LAB), testing AI agents on real-world legal work from Harvey's dataset of 120 private tasks spanning 24 legal practice areas. v1.1, built in collaboration with Harvey, checks every deliverable against the task's source documents for hallucinations, so work that passes every rubric criterion but contains a material hallucination receives no credit. A panel of three judges grades each deliverable criterion-by-criterion.

法律私有数据集智能体写作推理长上下文指令遵循
Surge GDP.pdf BenchmarkGDP.pdf Papersurgeai/GDP.pdfLiteParseArtificial Analysis GDP.pdf Methodology

GDP.pdf Benchmark Leaderboard

Artificial Analysis' implementation of Surge AI's GDP.pdf benchmark, testing whether language models can reason over long, real-world professional documents and satisfy detailed task-specific criteria.

商业金融法律医疗科学Intelligence Index多模态长上下文推理指令遵循
EnterpriseOps-Gym PaperArtificialAnalysis/StirrupServiceNow-AI/EnterpriseOps-GymEnterpriseOps-Gym-AA Methodology

EnterpriseOps-Gym-AA Benchmark Leaderboard

Artificial Analysis' independent implementation of ServiceNow's EnterpriseOps-Gym, an agentic benchmark testing whether LLM agents can complete stateful, multi-step enterprise workflows across eight business domains via live tool use, graded on the final state of the underlying databases.

商业智能体工具使用指令遵循用户交互
2601.11868Terminal-Bench 4.0laude-institute/terminal-bench

Terminal-Bench 4.0 Benchmark Leaderboard

A harder 66-task benchmark of complex terminal work across software, machine learning, science, operations, security, hardware, and media, with recalibrated compute and time allowances and improved instructions, environments, and verifiers.

编程Intelligence Index智能体工具使用推理指令遵循
Terminal-Bench-Scienceharbor-framework/terminal-bench-scienceTerminal-Bench-Science 0.1 Methodology
New

Terminal-Bench-Science 0.1 Benchmark Leaderboard

A 70-task benchmark of research workflows authored and reviewed by domain experts across the life, physical, earth, mathematical, and engineering sciences, each completed in a terminal and checked by its own set of tests.

科学编程智能体工具使用推理指令遵循
FrontierCode 1.1FrontierCode 1.1 Methodology
New

FrontierCode 1.1 Benchmark Leaderboard

Artificial Analysis' implementation of Cognition's FrontierCode 1.1, a private agentic coding benchmark that tests models on completing coding tasks in a way that would actually get merged by maintainers of real-world repositories.

编程私有数据集智能体工具使用推理指令遵循
AA-LCR MethodologyArtificialAnalysis/AA-LCR

Artificial Analysis Long Context Reasoning Benchmark Leaderboard

A challenging benchmark measuring language models' ability to extract, reason about, and synthesize information from long-form documents ranging from 10k to 100k tokens (measured using the cl100k_base tokenizer).

Intelligence Index长上下文推理忠实性
AA-Omniscience MethodologyArtificialAnalysis/AA-Omniscience-Public2511.13029

AA-Omniscience: Knowledge and Hallucination Benchmark

A benchmark measuring factual recall and hallucination across various economically relevant domains.

人文学科商业金融法律医疗科学Intelligence Index私有数据集忠实性推理
SciCode - SciCode Benchmark2407.13168SciCode1/SciCodescicode-bench/SciCode
Under review

SciCode Benchmark Leaderboard

A scientist-curated coding benchmark featuring 288 test set subproblems from 80 laboratory problems across 16 scientific disciplines.

编程科学数学Intelligence Index推理
agi.safe.ai2501.14249cais/hlecenterforaisafety/hle

Humanity's Last Exam Benchmark Leaderboard

A frontier-level benchmark with 2,500 expert-vetted questions across mathematics, sciences, and humanities, designed to be the final closed-ended academic evaluation.

科学数学人文学科医疗Intelligence Index推理
CritPt Official Website2509.26574CritPt-Benchmark/CritPtCritPt-Benchmark/CritPt
Under review

CritPt Benchmark Leaderboard

A benchmark designed to test LLMs on research-level physics reasoning tasks, featuring 71 composite research challenges.

科学Intelligence Index推理
Idavidrein/gpqa2311.12022idavidrein/gpqa

GPQA Diamond Benchmark Leaderboard

The most challenging 198 questions from GPQA, where PhD experts achieve 65% accuracy but skilled non-experts only reach 34% despite web access.

科学推理
ArtificialAnalysis/StirrupArtificialAnalysis/ITBench-AA

ITBench-AA Benchmark Leaderboard

Artificial Analysis' implementation of IBM's ITBench benchmark, testing AI agents on Kubernetes incident root-cause analysis from offline incident snapshots. The agent inspects alerts, events, traces, and topology and identifies the contributing-factor entities (deployments, pods, namespaces, network policies, etc.) responsible for the failure.

编程私有数据集智能体工具使用推理
MMMU2409.02813MMMU/MMMU_ProMMMU-Benchmark/MMMU

MMMU-Pro Benchmark Leaderboard

An enhanced MMMU benchmark that eliminates shortcuts and guessing strategies to more rigorously test multimodal models across 30 academic disciplines.

科学人文学科多模态推理
Allen Institute for AI (Ai2)allenai/IFBench_test2507.02833allenai/IFBench

IFBench Benchmark Leaderboard

A benchmark evaluating precise instruction-following generalization on 58 diverse, verifiable out-of-domain constraints that test models' ability to follow specific output requirements.

指令遵循
MLCR-AA MethodologyWisedocsWisedocs-AI/medical-long-context-reasoningWisedocs/mlcr-dataset (public)

Medical Long Context Reasoning (MLCR-AA)

An open benchmark from Wisedocs measuring how well models reason over long, fragmented medical records, performing the multi-document synthesis claims professionals rely on when reviewing insurance and healthcare cases.

医疗私有数据集长上下文推理忠实性
2603.04370sierra-research/tau2-bench𝜏³-Banking - Sierra AI

𝜏³-Banking Benchmark Leaderboard

A fintech customer-support benchmark from the 𝜏-Knowledge framework that tests whether agents can navigate a large unstructured knowledge base and execute multi-step tool calls to resolve realistic banking workflows.

金融商业旧版智能体工具使用指令遵循用户交互
2601.11868Terminal-Bench 2.1laude-institute/terminal-bench

Terminal-Bench 2.1 Benchmark Leaderboard

A verified refresh of Terminal-Bench 2.0 — 89 curated tasks across software engineering, system administration, data processing, model training, and security, with environment and instruction fixes so scores reflect agent capability rather than environment gaps.

编程旧版智能体工具使用推理指令遵循
Task Registrylaude-institute/terminal-bench

Terminal-Bench Hard Benchmark Leaderboard

An agentic benchmark evaluating AI capabilities in terminal environments through software engineering, system administration, and data processing tasks.

编程旧版智能体工具使用推理长上下文指令遵循
𝜏²-bench - Sierra AI2506.07982sierra-research/tau2-bench

𝜏²-Bench Telecom Benchmark Leaderboard

A dual-control conversational AI benchmark simulating technical support scenarios where both agent and user must coordinate actions to resolve telecom service issues.

商业旧版智能体工具使用指令遵循忠实性用户交互
TIGER-Lab/MMLU-Pro2406.01574TIGER-AI-Lab/MMLU-Pro

MMLU-Pro Benchmark Leaderboard

An enhanced version of MMLU with 12,000 graduate-level questions across 14 subject areas, featuring ten answer options and deeper reasoning requirements.

人文学科科学数学商业法律医疗旧版推理指令遵循
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code2403.07974livecodebench (Live Code Bench)LiveCodeBench/LiveCodeBench

LiveCodeBench Benchmark Leaderboard

A contamination-free coding benchmark that continuously harvests fresh competitive programming problems from LeetCode, AtCoder, and CodeForces, evaluating code generation, self-repair, and execution.

编程数学旧版推理
HuggingFaceH4/MATH-5002103.03874openai/prm800k

MATH-500 Benchmark Leaderboard

A 500-problem subset from the MATH dataset, featuring competition-level mathematics across six domains including algebra, geometry, and number theory.

数学旧版推理
2025 AIME II

AIME 2025 Benchmark Leaderboard

All 30 problems from the 2025 American Invitational Mathematics Examination, testing olympiad-level mathematical reasoning with integer answers from 000-999.

数学旧版推理
CohereLabs/Global-MMLU-LiteOriginal MMLU PaperMultilingual Reasoning

Global-MMLU-Lite Benchmark Leaderboard

A lightweight, multilingual version of MMLU, designed to evaluate knowledge and reasoning skills across a diverse range of languages and cultural contexts.

人文学科科学数学商业多语言旧版推理指令遵循