gpt.college

Benchmarks

Human-readable benchmark definitions with score direction, limitations, and source records.

score / higher is better

ARC-AGI-2

A hard abstract-reasoning benchmark from ARC Prize focused on novel task generalization.

% accuracy / higher is better

Humanity's Last Exam (HLE)

A broad expert-level benchmark intended to test difficult questions across many domains and formats.

% solved / higher is better

FrontierMath

An advanced mathematics benchmark curated around difficult research-style math problems.

% accuracy / higher is better

GPQA / GPQA Diamond

A graduate-level, Google-proof question-answering benchmark with a commonly used Diamond subset.

% accuracy / higher is better

MMLU-Pro

A harder MMLU-style benchmark for broad knowledge and reasoning.

% resolved / higher is better

SWE-bench Verified

A curated SWE-bench split for resolving real software issues with agentic coding systems.

% resolved / higher is better

SWE-bench Pro

A professional software-engineering agent benchmark with public and private leaderboard splits.

% success / higher is better

Terminal-Bench 2.0

A terminal-environment agent benchmark for command-line task completion.

medal or score / higher is better

MLE-bench

A machine-learning engineering benchmark based on Kaggle-style competition tasks.

% accuracy / higher is better

BrowseComp

A browsing benchmark for hard-to-find information and deep web research tasks.

% success / higher is better

tau-bench / tau2-bench

A tool-use benchmark family for business-process and customer-service style agent tasks.

% success / higher is better

WebArena

A web-agent benchmark for completing tasks in realistic self-hosted web environments.

% success / higher is better

VisualWebArena

A visual web-agent benchmark extending WebArena with image-grounded web tasks.

% accuracy / higher is better

LongBench v2

A long-context understanding benchmark with a project leaderboard.

% accuracy / higher is better

RULER

A synthetic long-context stress benchmark from NVIDIA.

score / higher is better

HELMET

A long-context benchmark suite focused on practical application-style tasks.

% accuracy / higher is better

MMMU-Pro

A harder multimodal academic benchmark derived from MMMU-style tasks.

% accuracy / higher is better

Video-MME

A video understanding benchmark for multimodal models.

% accuracy / higher is better

MathVista

A visual math reasoning benchmark for multimodal models.

% accuracy / higher is better

CharXiv

A chart and figure understanding benchmark for scientific visual reasoning.

% correct / higher is better

SimpleQA Verified

A factuality benchmark for short-answer factual knowledge questions.

% accuracy / higher is better

FRAMES

A RAG and factual multi-hop question answering benchmark.

score / higher is better

GraphWalks

A graph reasoning benchmark candidate that still needs a stable authoritative source before launch.

% success / higher is better

TerminalWorld-Verified

A terminal-agent benchmark candidate that needs source confirmation.

% score / higher is better

AA Terminal-Bench 4.0

Terminal-Bench 4.0 in the Artificial Analysis evaluation harness.

% score / higher is better

AA Humanity's Last Exam

Humanity's Last Exam as evaluated by Artificial Analysis; the source configuration is preserved.

Elo / higher is better

GDPval-AA v2.1

GDPval-AA v2.1 professional knowledge-work Elo. This is a task lens, not an assessment of every research skill.

% score / higher is better

AA GDP.pdf

GDP.pdf professional document understanding, including visual tables, charts and diagrams; not an audio/video score.

% score / higher is better

AutomationBench-AA

AutomationBench-AA multi-step business workflows in the Artificial Analysis harness.

0–100 index / higher is better

Five-axis capability index

Equal-weight average of five normalized capability indices: coding, reasoning, research, multimodal and agentic.

% score / higher is better

CursorBench 4.0

Version 4.0 coding-agent evaluation; distinct from CursorBench 3.2.0.

Elo / higher is better

GDPval-AA v2.1

Version 2.1 occupational knowledge-work Elo; distinct from v2.

Elo / higher is better

AA-Briefcase v1.1

Long-horizon knowledge-work evaluation; reported Elo, not a percentage.

% success / higher is better

OSWorld 2.1 Partial

OSWorld 2.1 partial-credit computer-use evaluation; separate task version from 2.0.

% success / higher is better

OSWorld 2.0 Offline Partial

Partial reward on the offline v2026.08.08 task set; not latency-simulated OSWorld 2.0.

% score / higher is better

Chartography with Tools

Visual chart understanding with tools; separate from no-tools results.

% score / higher is better

Chartography without Tools

Visual chart understanding without tools; separate from tool-enabled results.

% success / higher is better

CWE-bench v1

Vulnerability-remediation benchmark version 1; distinct from version 0.

% score / higher is better

FrontierCode 1.1 Main

FrontierCode 1.1 Main result records from the supplied 2026 frontier model reports.

% score / higher is better

DeepSWE v1.1

DeepSWE v1.1 result records from the supplied 2026 frontier model reports.

Elo / higher is better

Code Arena WebDev

Code Arena WebDev result records from the supplied 2026 frontier model reports.

% score / higher is better

Terminal-Bench 2.1

Terminal-Bench 2.1 result records from the supplied 2026 frontier model reports.

% score / higher is better

Terminal-Bench 3.0

Terminal-Bench 3.0 result records from the supplied 2026 frontier model reports.

% score / higher is better

Terminal-Bench 4.0

Terminal-Bench 4.0 result records from the supplied 2026 frontier model reports.

% score / higher is better

Terminal-Bench-Science 0.1

Terminal-Bench-Science 0.1 result records from the supplied 2026 frontier model reports.

% success / higher is better

AutomationBench

AutomationBench result with version or harness unspecified in the supplied source; keep that limitation in result notes.

% success / higher is better

AutomationBench v1.0.6

Versioned AutomationBench result; preserve harness notes from the supplied Z.ai report.

Elo / higher is better

GDPval-AA v2

GDPval-AA v2 result records from the supplied 2026 frontier model reports.

% score / higher is better

GDP.pdf

GDP.pdf result records from the supplied 2026 frontier model reports.

% score / higher is better

CharXiv Reasoning, no tools

CharXiv Reasoning, no tools result records from the supplied 2026 frontier model reports.

% score / higher is better

CharXiv Reasoning + Tools

CharXiv Reasoning + Tools result records from the supplied 2026 frontier model reports.

% score / higher is better

LVBench

LVBench result records from the supplied 2026 frontier model reports.

% score / higher is better

GDM-MRCR v2

GDM-MRCR v2 result records from the supplied 2026 frontier model reports.

% success / higher is better

OSWorld 2.0

OSWorld 2.0 result records from the supplied 2026 frontier model reports.

% success / higher is better

OSWorld 2.0 Partial

OSWorld 2.0 Partial result records from the supplied 2026 frontier model reports.

% success / higher is better

OSWorld 2.0 Strict

OSWorld 2.0 Strict result records from the supplied 2026 frontier model reports.

% score / higher is better

Agents' Last Exam

Agents' Last Exam result records from the supplied 2026 frontier model reports.

% score / higher is better

HLE-Verified

HLE-Verified result records from the supplied 2026 frontier model reports.

% score / higher is better

LABBench2

LABBench2 result records from the supplied 2026 frontier model reports.

% score / higher is better

NL2Repo

NL2Repo result records from the supplied 2026 frontier model reports.

% score / higher is better

Toolathlon Verified

Toolathlon Verified result records from the supplied 2026 frontier model reports.

% score / higher is better

OfficeQA Pro

OfficeQA Pro result records from the supplied 2026 frontier model reports.

% score / higher is better

Chartography + Tools

Chartography + Tools result records from the supplied 2026 frontier model reports.

% score / higher is better

BabyVision

BabyVision result records from the supplied 2026 frontier model reports.

% score / higher is better

MVBench

MVBench result records from the supplied 2026 frontier model reports.

% score / higher is better

MMVU

MMVU result records from the supplied 2026 frontier model reports.

% score / higher is better

CursorBench 3.2.0

CursorBench 3.2.0 result records from the supplied 2026 frontier model reports.

% score / higher is better

Vals Finance Agent v2

Vals Finance Agent v2 result records from the supplied 2026 frontier model reports.

% score / higher is better

Harvey Legal Agent Benchmark

Harvey Legal Agent Benchmark result records from the supplied 2026 frontier model reports.

% score / higher is better

CharXiv RQ

CharXiv RQ result records from the supplied 2026 frontier model reports.

% score / higher is better

FrontierCode 1.1 Extended

FrontierCode 1.1 Extended result records from the supplied 2026 frontier model reports.

% score / higher is better

FrontierMath Tier 4 (v2)

FrontierMath Tier 4 (v2) result records from the supplied 2026 frontier model reports.

% score / higher is better

ARC-AGI-3

ARC-AGI-3 result records from the supplied 2026 frontier model reports.

% success / higher is better

ExploitBench

ExploitBench result records from the supplied 2026 frontier model reports.

% success / higher is better

ExploitGym

ExploitGym result records from the supplied 2026 frontier model reports.

% score / higher is better

SRE-Bench

SRE-Bench result records from the supplied 2026 frontier model reports.

% score / higher is better

ScreenSpot-Pro

ScreenSpot-Pro result records from the supplied 2026 frontier model reports.

% score / higher is better

BenchCAD

BenchCAD result records from the supplied 2026 frontier model reports.

speedup / higher is better

Mind2Web

Mind2Web result records from the supplied 2026 frontier model reports.

% score / higher is better

SWE-bench Multilingual

SWE-bench Multilingual result records from the supplied 2026 frontier model reports.

% score / higher is better

CoWorkBench

CoWorkBench result records from the supplied 2026 frontier model reports.

% score / higher is better

JobBench

JobBench result records from the supplied 2026 frontier model reports.

% score / higher is better

LiveCodeBench v6

LiveCodeBench v6 result records from the supplied 2026 frontier model reports.

% score / higher is better

IFBench

IFBench result records from the supplied 2026 frontier model reports.

% score / higher is better

ClawEval-MM

ClawEval-MM result records from the supplied 2026 frontier model reports.

% score / higher is better

RecreationBench

RecreationBench result records from the supplied 2026 frontier model reports.

% score / higher is better

AndroidWorld

AndroidWorld result records from the supplied 2026 frontier model reports.

% score / higher is better

Vision2Web

Vision2Web result records from the supplied 2026 frontier model reports.

% score / higher is better

ERQA

ERQA result records from the supplied 2026 frontier model reports.

% score / higher is better

RealWorldQA

RealWorldQA result records from the supplied 2026 frontier model reports.

% score / higher is better

MathVision

MathVision result records from the supplied 2026 frontier model reports.

% success / higher is better

OSWorld 2.0 Binary

OSWorld 2.0 Binary result records from the supplied 2026 frontier model reports.