Sources and credits
Atlas republishes benchmark results that other organizations published. This page credits them, names the licence or terms each source states, and lists where the logos come from.
How Atlas credits sources
Every score in Atlas links to the page, paper or dataset it came from, and names the organization that ran the evaluation. Model and benchmark pages show that link beside each score, and every row in Atlas's data files (data.json and the score shards) carries it too.
Changes made by Atlas. Atlas converts scores to common units, maps them to its own model, configuration and benchmark names, picks one headline result where sources disagree, and combines results in its fitted estimates. Those changes are Atlas's own. The sources have not reviewed or endorsed them.
The results belong to the organizations that published them. If you reuse them from Atlas, credit the original source as listed here.
Credit lines
These sources ask to be credited in particular words.
- Artificial Analysis evaluations · Artificial Analysis
Benchmark results and prices from Artificial Analysis, https://artificialanalysis.ai/
- AI Safety Dashboard · Center for AI Safety
Reproduced with permission of Center for AI Safety, Inc
- Epoch AI Benchmarking Hub · Epoch AI
Epoch AI, ‘Capabilities & benchmarking’. Published online at epoch.ai. Retrieved from https://epoch.ai/benchmarks/use-this-data
Licensed under CC BY 4.0 (data).
- ARC Prize leaderboard · ARC Prize Foundation
ARC Prize Foundation owns the ARC Prize leaderboard and its content.
Openly licensed sources
These sources publish the material Atlas draws on under a Creative Commons licence. Atlas's changes are described above.
| Source | Published by | Licence |
|---|---|---|
| Epoch AI Benchmarking Hub | Epoch AI | CC BY 4.0 (data) |
| Arena leaderboard dataset | Arena | CC BY 4.0 (dataset) |
| Agents' Last Exam | Agents' Last Exam Maintainers | CC BY 4.0 (dataset) |
| ContractBench | micro1 | CC BY 4.0 (dataset) |
| Dual-ArmSim | micro1 | CC BY 4.0 (dataset) |
| Gym-Anything-RT | Carnegie Mellon University | CC BY 4.0 (paper) |
| BARC-Bench | Scale AI | CC BY 4.0 (paper) |
| Learn2Play-Bench | National University of Singapore | CC BY 4.0 (paper) |
| CheatBench | Center for AI Safety | CC BY 4.0 (paper) |
| TasteVal | P-Zero Research | CC BY 4.0 (paper) |
| Long-Horizon Terminal-Bench | Tencent | CC BY 4.0 (paper) |
| FrontierCS 2 runs | FrontierCS Authors | CC BY 4.0 (dataset) |
| SWEeper-Bench traces | SWEeper-Bench Authors | CC BY 4.0 (dataset and traces) |
| ForecastBench leaderboards | ForecastBench | CC BY-SA 4.0 (site content) |
| YC-Bench | Collinear AI | CC BY-SA 4.0 (site content) |
| HyperBrowseComp | Mohamed bin Zayed University of Artificial Intelligence | CC BY-SA 4.0 (paper and dataset) |
Sources with their own terms
These publishers have terms of use for their sites. Atlas credits them and links each of their scores to the page it came from.
| Source | Published by | Terms |
|---|---|---|
| Arena leaderboards | Arena | Terms of use |
| Scale SEAL leaderboards | Scale AI | Terms of use |
| Roboflow vision evals | Roboflow | Terms of use |
| Snorkel leaderboards | Snorkel AI | Terms of use |
| FrontierCode | Cognition | Terms of use |
| Mercor APEX leaderboards | Mercor | Terms of use |
| Medmarks | Medmarks Maintainers | Terms of use |
| HackerRank Bench | HackerRank | Terms of use |
All sources
Every organization whose results appear in Atlas, with the number of score rows credited to it.
- Vals AI24,252
- Arena19,756
- Artificial Analysis16,374
- Alibaba12,452
- OpenAI4,230
- Google3,087
- Giskard2,907
- Meta2,318
- EQ-Bench2,212
- DeepSeek2,148
- Mercor1,950
- Epoch AI1,902
- Lech Mazur Benchmarks1,896
- SpeciEval Authors1,890
- Roboflow1,571
- Max Bittker1,561
- Agents' Last Exam Maintainers1,537
- Hugging Face1,473
- SnakeBench Maintainers1,460
- NVIDIA1,435
- Scale AI1,422
- Anthropic1,410
- CadQueryEval Authors1,395
- Moonshot AI1,266
- Oskars Ezerins1,210
- ForecastBench1,128
- MathArena1,039
- Cognition991
- Center for AI Safety990
- benchmarks.bio973
- Liquid AI950
- SM Bench846
- Mistral AI839
- Snorkel AI806
- ARC Prize Foundation746
- Sakana AI700
- LiveBench640
- Fiction.live605
- ChessBench (chessbench.ai)600
- Million Software, Inc.588
- Proximal576
- Andon Labs518
- AHKv2 & LLMs512
- ObviousBench Authors501
- Surge AI486
- A-Fantasia Authors476
- Allen Institute for AI (Ai2)452
- Collinear AI449
- Conceptual Reasoning Benchmark Authors437
- Eval Connections418
- BigCodeBench Maintainers415
- LisanBench400
- FutureSearch396
- Context Arena392
- ChessBench390
- Stanford CRFM383
- Project APE373
- HardGeoBench Authors368
- OpenCompass Maintainers365
- BLXBench352
- xAI327
- BALROG Authors297
- BuseyBench294
- Concept Synth292
- ZeroBench273
- Quesma267
- EDIT-Bench Authors261
- Center for Advancing Innovation and Standards for Super Intelligence245
- OSWorld238
- Zapier AutomationBench232
- BullshitBench218
- YLab-Open216
- Datacurve215
- Samaya AI208
- Princeton University206
- SemiAnalysis204
- AfterQuery202
- KernelBench.com200
- WordleBench188
- Design Arena177
- Tencent175
- WeirdML (Håvard Tveit Ihle)175
- Continual Learning Bench Authors168
- Medmarks Maintainers166
- Fireworks AI165
- Global PIQA Authors162
- GeoBench (ccmdi)160
- micro1159
- Vercel159
- Handshake AI154
- Cursor153
- Open Life Science AI153
- SlopCodeBench152
- M42141
- Pencil Puzzle Bench139
- BenchFlow137
- Creative Strategies136
- LILT135
- LLM Chess Authors135
- Macroscope135
- MineBench Maintainers130
- Rivet128
- Morgan Linton / VulcanBench126
- Thinking Machines Lab124
- Toloka AI124
- Warmwind AG124
- EvalPlus Maintainers110
- SimpleBench Team109
- Gert Labs108
- TextQL106
- Vectara105
- Tatsu Lab103
- Carnegie Mellon University95
- Aider Maintainers91
- Terminal-Bench Maintainers90
- Prinz AI87
- RadLE Authors85
- Active Probing Benchmark Authors81
- Berkeley Function Calling Leaderboard Authors81
- Jonathan Chang80
- UnityBench-Mini3D Authors80
- Revelo76
- Column Tax74
- FormationEval Authors72
- GSO68
- SWE-Marathon Maintainers68
- xbench67
- ActiveVision Authors64
- ExploitGym Authors64
- TeachArena Authors64
- VoxelBench63
- Mind Lab58
- Ramp Labs58
- HexaFuture57
- Microsoft57
- Kombai56
- MathVision Authors56
- Surface Evolver Bench56
- AidanBench Maintainers55
- Aikido Security55
- Kaggle55
- Induction Labs54
- LiveCodeBench Pro Authors54
- AIMING Lab (UNC-Chapel Hill)51
- Interfaze51
- Mento.vc51
- DecepEval Authors48
- DiligenceBench Authors48
- Maze Bench48
- Turing47
- CyberGym-E2E Authors45
- ProteinGym-LLM45
- DualEntry42
- Veris AI42
- Zhipu AI (Z.ai)42
- ClockBench Maintainers41
- HalluHard41
- ExploitBench40
- P-Zero Research40
- SciCode Authors40
- University of California San Diego40
- Gray Swan39
- Quant-Arena Authors38
- Chase Brower / VPCT36
- Halluminate36
- Nous Research36
- The Hong Kong University of Science and Technology (Guangzhou)36
- Apple35
- Plato35
- Qodo35
- Roger Creus35
- Continual Learning Exam Team34
- Prime Intellect34
- Xiaomi34
- BridgeMind32
- Cohere Labs Community32
- Hedge-Bench Authors32
- HKUST NLP Group32
- Jake Boggs / HieroglyphBench32
- RegretBench Authors32
- SWE-Shift Authors32
- Ulam32
- Fleet AI31
- C5R30
- HackerRank30
- University of California, Santa Barbara30
- FrontierCS Authors29
- JobBench Project29
- Frontier Financial Judgement Authors28
- PostTrainBench28
- The Agent Company Authors28
- SLDBench Authors27
- SOLOBench Maintainers27
- Poolside26
- Veracode26
- Voratiq26
- LiveCodeBench Authors25
- UniPat AI25
- PolicyEngine24
- VibeVideoBench Authors24
- ChipAgents23
- GBA Eval23
- Opus Magnum Bench23
- StepFun23
- METR22
- National University of Singapore22
- P2NPCBench Authors22
- SealQA Authors22
- Tampered ML Authors22
- BenchBench-Cloning Authors21
- GameDevBench Authors21
- MultiFileTest Authors21
- Specific Labs21
- MiniMax19
- AlgoTune18
- EurekaBench Authors18
- Meituan18
- Xplore18
- CadEval Authors17
- Patronus AI17
- Reflection AI17
- ByteDance Seed16
- Salesforce AI Research16
- Upwork16
- Cresta14
- Investor's Last Exam Authors14
- Zeta Global14
- HealthRex Lab13
- Nanbeige LLM Lab13
- Novee13
- SWE-bench13
- Beijing Innovation Center of Humanoid Robotics (X-Humanoid)12
- General Reasoning12
- LMSYS12
- Normal Research12
- SWEeper-Bench Authors12
- Bespoke Labs11
- CyberArena Authors11
- CyberGym Authors11
- InternLM Maintainers11
- Nimble11
- OpenDataLab11
- Dual Exam Authors10
- Hebbia10
- SCI-AGENT-EXAM Authors10
- Decagon9
- Mohamed bin Zayed University of Artificial Intelligence9
- SecPRBench Authors9
- Tuva9
- BizAgentBench Authors8
- Exa8
- Nebius8
- ScreenSpot-Pro Authors8
- SpreadsheetBench Maintainers8
- Uniphore8
- τ²-bench Authors8
- Baichuan7
- DeepResearch Bench Authors7
- Harvey7
- HUD7
- MathVista Authors7
- Δτ-Bench Authors7
- Agent4Sci Authors6
- BugBunny6
- Abundant AI5
- PrismML5
- Shanghai AI Laboratory5
- ZJU Dual Shield Lab5
- MMMU Benchmark Team4
- GPQA Authors3
- Sangfor3
- DARKNAVY2
- Intology2
- RedNote (Xiaohongshu)2
- Tsinghua University2
- TTE Lab2
- XDxAI2
- AI Security Institute1
- Ant Group1
- China Mobile1
- Crystalline1
- EleutherAI1
- Fangcun AI1
- Fudan University1
- Gusion Authors1
- Huawei1
- MopMonk AI1
- NASH Team1
- NSFOCUS1
- OpenSage Team1
- Redbud1
- RO0T Lab1
- Skywork AI1
- Soongsil AISC1
- Tianjin University1
- VARAS1
Logos
Organization logos come from the projects below, recoloured to a single colour. Names and logos are trademarks of their owners. Atlas uses them only to identify each organization, which does not imply endorsement.
The EleutherAI logo is by Sid Black, vectorised by VulcanSphere, from Wikimedia Commons, under CC BY-SA 4.0. Atlas's single-colour version is shared under the same licence.
| Organization | Logo from | Licence |
|---|---|---|
| 01.AI | LobeHub Icons | MIT |
| AI21 Labs | LobeHub Icons | MIT |
| AionLabs | LobeHub Icons | MIT |
| Alibaba | theSVG | MIT |
| Allen Institute for AI (AI2) | theSVG | MIT |
| Amazon | theSVG | Trademark of its owner |
| Anthropic | theSVG | CC0 1.0 |
| Arcee AI | theSVG | MIT |
| Baichuan | theSVG | MIT |
| Baidu | theSVG | CC0 1.0 |
| ByteDance | theSVG | CC0 1.0 |
| China Mobile | Wikimedia Commons | Trademark of its owner |
| Cognition | The organization's own site | Trademark of its owner |
| Cohere | theSVG | MIT |
| Cursor | The organization's own site | Trademark of its owner |
| Databricks | The organization's own site | Trademark of its owner |
| DeepSeek | theSVG | MIT |
| EleutherAI | Wikimedia Commons | CC BY-SA 4.0 |
| theSVG | CC0 1.0 | |
| Huawei | Simple Icons | CC0 1.0 |
| Hugging Face | theSVG | CC0 1.0 |
| IBM | theSVG | MIT |
| Inception Labs | theSVG | MIT |
| InclusionAI | The organization's own site | Trademark of its owner |
| Kuaishou | Simple Icons | CC0 1.0 |
| LG AI Research | theSVG | CC0 1.0 |
| Liquid AI | theSVG | MIT |
| LLM360 | The organization's own site | Trademark of its owner |
| LMSYS | The organization's own site | Trademark of its owner |
| Meituan | theSVG | CC0 1.0 |
| Meta | theSVG | CC0 1.0 |
| Microsoft | theSVG | MIT |
| MiniMax | theSVG | Trademark of its owner |
| Mistral AI | theSVG | CC0 1.0 |
| Moonshot AI | theSVG | MIT |
| Morph | The organization's own site | Trademark of its owner |
| MosaicML | MLflow documentation | Apache 2.0 |
| Motif Technologies | The organization's own site | Trademark of its owner |
| Multiverse Computing | The organization's own site | Trademark of its owner |
| Nanbeige LLM Lab | The organization's own site | Trademark of its owner |
| NAVER | Wikimedia Commons | Public domain |
| Nous Research | LobeHub Icons | MIT |
| NVIDIA | theSVG | CC0 1.0 |
| OpenAI | theSVG | MIT |
| OpenBMB | The organization's own site | Trademark of its owner |
| OpenGVLab | The organization's own site | Trademark of its owner |
| OpenRouter | LobeHub Icons | MIT |
| Perplexity | theSVG | CC0 1.0 |
| Poolside | Wikimedia Commons | Trademark of its owner |
| Prime Intellect | The organization's own site | Trademark of its owner |
| Reka AI | LobeHub Icons | MIT |
| Relace | The organization's own site | Trademark of its owner |
| Sarvam AI | The organization's own site | Trademark of its owner |
| Stability AI | theSVG | MIT |
| StepFun | theSVG | MIT |
| Technology Innovation Institute | LobeHub Icons | MIT |
| Tencent | theSVG | MIT |
| TNG Technology Consulting | The organization's own site | Trademark of its owner |
| Upstage | theSVG | MIT |
| xAI | theSVG | MIT |
| Xiaomi | theSVG | CC0 1.0 |
| XLANG Lab | The organization's own site | Trademark of its owner |
| Zhipu AI (Z.ai) | theSVG | MIT |
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MIT licence notice for theSVG and LobeHub Icons
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Corrections and removal requests
If Atlas credits a result to the wrong source, links the wrong page, or uses material you want removed, tell Village through its contact page. Include the Atlas page or score involved.