├── .github └── workflows │ └── ci-daily.yaml ├── .gitignore ├── .python-version ├── LICENSE ├── README.md ├── backlog.md ├── docs ├── README.md ├── docs.json ├── favicon.svg ├── images │ └── benchflow.png ├── introduction.mdx ├── logo │ ├── logo-dark.svg │ └── logo-light.svg ├── quickstart.mdx └── tutorial │ ├── developer.mdx │ └── user.mdx ├── examples ├── README.md ├── bird │ ├── bird_requirements.txt │ └── test_bird.py ├── common │ ├── install_sweagent.sh │ ├── modal_qwen.py │ └── path_utils.py ├── crag │ ├── crag_requirements.txt │ └── test_crag.py ├── medqa │ ├── README.md │ ├── medqa_multimodel │ │ ├── .env.example │ │ ├── README.md │ │ ├── load_env.py │ │ ├── medqa_claude.py │ │ ├── medqa_gemini.py │ │ ├── medqa_gpt4o.py │ │ ├── medqa_llama4.py │ │ ├── medqa_multimodel_requirements.txt │ │ ├── test_all_models.py │ │ ├── test_claude_api.py │ │ ├── test_claude_medqa.py │ │ ├── test_llama4_api.py │ │ ├── test_medqa_multimodel.py │ │ └── test_model_apis.py │ ├── medqa_openai.py │ ├── medqa_requirements.txt │ └── test_medqa.py ├── mmlupro │ ├── mmlupro_requirements.txt │ └── test_mmlupro.py ├── rarebench │ ├── .env.example │ ├── README.md │ ├── rarebench_claude.py │ ├── rarebench_gemini.py │ ├── rarebench_gpt4o.py │ ├── rarebench_llama4.py │ ├── rarebench_requirements.txt │ ├── test_rarebench.py │ ├── test_rarebench_apis.py │ └── test_rarebench_multimodel.py ├── swebench │ ├── sweagent_requirements.txt │ └── test_swebench.py ├── webarena │ ├── test_webarena.py │ └── webarena_requirements.txt └── webcanvas │ ├── test_webcanvas.py │ └── webcanvas_requirements.txt ├── libs ├── jfkarena │ ├── .gitignore │ ├── README.md │ ├── backend │ │ ├── .dockerignore │ │ ├── .env.example │ │ ├── .gitignore │ │ ├── Dockerfile │ │ ├── fly.toml │ │ ├── main.py │ │ └── requirements.txt │ ├── frontend │ │ ├── .env.example │ │ ├── .gitignore │ │ ├── .vscode │ │ │ └── settings.json │ │ ├── README.md │ │ ├── components.json │ │ ├── docker-compose.yml │ │ ├── drizzle.config.ts │ │ ├── eslint.config.mjs │ │ ├── next.config.mjs │ │ ├── package.json │ │ ├── pnpm-lock.yaml │ │ ├── postcss.config.mjs │ │ ├── public │ │ │ ├── favicon.ico │ │ │ ├── favicon.svg │ │ │ ├── file.svg │ │ │ ├── globe.svg │ │ │ ├── logo.svg │ │ │ ├── next.svg │ │ │ ├── openrouter.svg │ │ │ ├── vercel.svg │ │ │ └── window.svg │ │ ├── src │ │ │ ├── app │ │ │ │ ├── api │ │ │ │ │ └── auth │ │ │ │ │ │ └── [...all] │ │ │ │ │ │ └── route.ts │ │ │ │ ├── battle │ │ │ │ │ └── page.tsx │ │ │ │ ├── favicon.ico │ │ │ │ ├── globals.css │ │ │ │ ├── layout.tsx │ │ │ │ ├── leaderboard │ │ │ │ │ ├── page.tsx │ │ │ │ │ └── personal │ │ │ │ │ │ └── page.tsx │ │ │ │ ├── login │ │ │ │ │ └── page.tsx │ │ │ │ ├── opengraph-image.png │ │ │ │ └── page.tsx │ │ │ ├── components │ │ │ │ ├── Header.tsx │ │ │ │ ├── Navigation.tsx │ │ │ │ ├── PostHogProvider.tsx │ │ │ │ ├── QuestionTemplates.tsx │ │ │ │ ├── login-form.tsx │ │ │ │ └── ui │ │ │ │ │ ├── avatar.tsx │ │ │ │ │ ├── button.tsx │ │ │ │ │ ├── card.tsx │ │ │ │ │ ├── dropdown-menu.tsx │ │ │ │ │ ├── input.tsx │ │ │ │ │ ├── label.tsx │ │ │ │ │ ├── progress.tsx │ │ │ │ │ ├── select.tsx │ │ │ │ │ ├── separator.tsx │ │ │ │ │ ├── table.tsx │ │ │ │ │ └── tabs.tsx │ │ │ ├── constants.ts │ │ │ ├── db │ │ │ │ ├── index.ts │ │ │ │ ├── migrations │ │ │ │ │ ├── 0000_brave_dark_phoenix.sql │ │ │ │ │ ├── 0001_hard_darkstar.sql │ │ │ │ │ ├── 0002_aberrant_grey_gargoyle.sql │ │ │ │ │ └── meta │ │ │ │ │ │ ├── 0000_snapshot.json │ │ │ │ │ │ ├── 0001_snapshot.json │ │ │ │ │ │ ├── 0002_snapshot.json │ │ │ │ │ │ └── _journal.json │ │ │ │ ├── relations │ │ │ │ │ ├── battels-relations.ts │ │ │ │ │ └── models-relations.ts │ │ │ │ └── schema │ │ │ │ │ ├── auth.ts │ │ │ │ │ ├── battles.ts │ │ │ │ │ └── models.ts │ │ │ ├── features │ │ │ │ ├── auth │ │ │ │ │ ├── AnonymouseSessionProvider.tsx │ │ │ │ │ ├── get-session.ts │ │ │ │ │ └── use-session.ts │ │ │ │ ├── battle │ │ │ │ │ ├── BattleForm.tsx │ │ │ │ │ ├── BattleResponses.tsx │ │ │ │ │ ├── ResultsCard.tsx │ │ │ │ │ ├── VotingSection.tsx │ │ │ │ │ ├── battle.tsx │ │ │ │ │ ├── components │ │ │ │ │ │ ├── ModelCard.tsx │ │ │ │ │ │ └── TokenProgress.tsx │ │ │ │ │ ├── constants.ts │ │ │ │ │ ├── ghibli.jpeg │ │ │ │ │ ├── hooks │ │ │ │ │ │ ├── useBattle.ts │ │ │ │ │ │ ├── useModels.ts │ │ │ │ │ │ └── useVoting.ts │ │ │ │ │ ├── index.ts │ │ │ │ │ ├── jfk.png │ │ │ │ │ └── types.ts │ │ │ │ └── leaderboard │ │ │ │ │ ├── Leaderboard.tsx │ │ │ │ │ ├── PersonalLeaderboard.tsx │ │ │ │ │ ├── _actions │ │ │ │ │ └── voteAction.ts │ │ │ │ │ ├── _mutations │ │ │ │ │ ├── updateOverallLeaderboard.ts │ │ │ │ │ ├── updatePersonalLeaderboard.ts │ │ │ │ │ └── utils.ts │ │ │ │ │ └── types.ts │ │ │ └── middleware.ts │ │ ├── tailwind.config.js │ │ └── tsconfig.json │ ├── jfk_files │ │ ├── 104-10003-10041.md │ │ ├── 104-10004-10143 (C06932208).md │ │ ├── 104-10004-10143.md │ │ ├── 104-10004-10156.md │ │ ├── 104-10004-10213.md │ │ ├── 104-10005-10321.md │ │ ├── 104-10006-10247.md │ │ ├── 104-10007-10345.md │ │ ├── 104-10009-10021.md │ │ ├── 104-10009-10222.md │ │ ├── 104-10012-10022.md │ │ ├── 104-10012-10024.md │ │ ├── 104-10012-10035.md │ │ ├── 104-10012-10076.md │ │ ├── 104-10012-10078.md │ │ ├── 104-10012-10079.md │ │ ├── 104-10014-10051.md │ │ ├── 104-10014-10064.md │ │ ├── 104-10016-10021.md │ │ ├── 104-10023-10087.md │ │ ├── 104-10048-10124.md │ │ ├── 104-10048-10252.md │ │ ├── 104-10049-10362.md │ │ ├── 104-10049-10375.md │ │ ├── 104-10051-10106.md │ │ ├── 104-10051-10170.md │ │ ├── 104-10052-10130.md │ │ ├── 104-10059-10099.md │ │ ├── 104-10059-10188.md │ │ ├── 104-10061-10053.md │ │ ├── 104-10062-10227.md │ │ ├── 104-10063-10206.md │ │ ├── 104-10064-10012.md │ │ ├── 104-10065-10028.md │ │ ├── 104-10066-10010.md │ │ ├── 104-10066-10076.md │ │ ├── 104-10068-10142.md │ │ ├── 104-10068-10164.md │ │ ├── 104-10068-10172.md │ │ ├── 104-10069-10077.md │ │ ├── 104-10069-10112.md │ │ ├── 104-10069-10120.md │ │ ├── 104-10069-10132.md │ │ ├── 104-10069-10185.md │ │ ├── 104-10069-10260.md │ │ ├── 104-10069-10359.md │ │ ├── 104-10070-10079.md │ │ ├── 104-10070-10272.md │ │ ├── 104-10070-10296.md │ │ ├── 104-10071-10060.md │ │ ├── 104-10071-10122.md │ │ ├── 104-10071-10139.md │ │ ├── 104-10071-10239.md │ │ ├── 104-10071-10404.md │ │ ├── 104-10072-10001.md │ │ ├── 104-10072-10013.md │ │ ├── 104-10072-10034.md │ │ ├── 104-10072-10212.md │ │ ├── 104-10072-10227.md │ │ ├── 104-10072-10228.md │ │ ├── 104-10072-10289.md │ │ ├── 104-10073-10061.md │ │ ├── 104-10073-10074.md │ │ ├── 104-10073-10101.md │ │ ├── 104-10073-10113.md │ │ ├── 104-10073-10133.md │ │ ├── 104-10074-10007.md │ │ ├── 104-10074-10413.md │ │ ├── 104-10075-10042.md │ │ ├── 104-10075-10099.md │ │ ├── 104-10075-10200.md │ │ ├── 104-10075-10203.md │ │ ├── 104-10075-10225.md │ │ ├── 104-10075-10232.md │ │ ├── 104-10075-10250.md │ │ ├── 104-10075-10365.md │ │ ├── 104-10075-10373.md │ │ ├── 104-10076-10000.md │ │ ├── 104-10076-10058.md │ │ ├── 104-10076-10116.md │ │ ├── 104-10076-10153.md │ │ ├── 104-10076-10217.md │ │ ├── 104-10076-10229.md │ │ ├── 104-10076-10277.md │ │ ├── 104-10076-10295.md │ │ ├── 104-10076-10371.md │ │ ├── 104-10076-10372.md │ │ ├── 104-10076-10374.md │ │ ├── 104-10076-10375.md │ │ ├── 104-10076-10400.md │ │ ├── 104-10076-10416.md │ │ ├── 104-10076-10442.md │ │ ├── 104-10077-10067.md │ │ ├── 104-10077-10076.md │ │ ├── 104-10077-10087.md │ │ ├── 104-10077-10112.md │ │ ├── 104-10077-10136.md │ │ ├── 104-10077-10153.md │ │ ├── 104-10077-10266.md │ │ ├── 104-10077-10285.md │ │ ├── 104-10077-10296.md │ │ ├── 104-10077-10356.md │ │ ├── 104-10077-10369.md │ │ ├── 104-10077-10382.md │ │ ├── 104-10078-10014.md │ │ ├── 104-10078-10020.md │ │ ├── 104-10079-10391.md │ │ ├── 104-10087-10054.md │ │ ├── 104-10088-10070.md │ │ ├── 104-10088-10074.md │ │ ├── 104-10092-10202.md │ │ ├── 104-10092-10267.md │ │ ├── 104-10092-10340.md │ │ ├── 104-10093-10010.md │ │ ├── 104-10093-10065.md │ │ ├── 104-10093-10109.md │ │ ├── 104-10093-10266.md │ │ ├── 104-10093-10279.md │ │ ├── 104-10095-10075.md │ │ ├── 104-10095-10161.md │ │ ├── 104-10095-10276.md │ │ ├── 104-10097-10069.md │ │ ├── 104-10097-10077.md │ │ ├── 104-10097-10170.md │ │ ├── 104-10097-10360.md │ │ ├── 104-10098-10072.md │ │ ├── 104-10098-10264.md │ │ ├── 104-10098-10328.md │ │ ├── 104-10098-10380.md │ │ ├── 104-10098-10391.md │ │ ├── 104-10098-10401.md │ │ ├── 104-10098-10404.md │ │ ├── 104-10100-10034.md │ │ ├── 104-10100-10065.md │ │ ├── 104-10100-10086.md │ │ ├── 104-10100-10087.md │ │ ├── 104-10100-10090.md │ │ ├── 104-10100-10152.md │ │ ├── 104-10100-10157.md │ │ ├── 104-10100-10185.md │ │ ├── 104-10100-10192.md │ │ ├── 104-10100-10199.md │ │ ├── 104-10100-10200.md │ │ ├── 104-10100-10223.md │ │ ├── 104-10100-10237.md │ │ ├── 104-10100-10239.md │ │ ├── 104-10100-10247.md │ │ ├── 104-10100-10251.md │ │ ├── 104-10100-10319.md │ │ ├── 104-10100-10357.md │ │ ├── 104-10100-10394.md │ │ ├── 104-10100-10396.md │ │ ├── 104-10100-10411.md │ │ ├── 104-10100-10419.md │ │ ├── 104-10100-10424.md │ │ ├── 104-10101-10054.md │ │ ├── 104-10101-10109.md │ │ ├── 104-10101-10124.md │ │ ├── 104-10101-10129.md │ │ ├── 104-10101-10134.md │ │ ├── 104-10101-10135.md │ │ ├── 104-10101-10175.md │ │ ├── 104-10101-10198.md │ │ ├── 104-10101-10215.md │ │ ├── 104-10101-10227.md │ │ ├── 104-10101-10239.md │ │ ├── 104-10101-10247.md │ │ ├── 104-10101-10256.md │ │ ├── 104-10102-10224.md │ │ ├── 104-10102-10233.md │ │ ├── 104-10102-10237.md │ │ ├── 104-10103-10038.md │ │ ├── 104-10103-10079.md │ │ ├── 104-10103-10103.md │ │ ├── 104-10103-10112.md │ │ ├── 104-10104-10094.md │ │ ├── 104-10104-10172.md │ │ ├── 104-10104-10262.md │ │ ├── 104-10104-10271.md │ │ ├── 104-10105-10271.md │ │ ├── 104-10105-10277.md │ │ ├── 104-10105-10290 (C06932214).md │ │ ├── 104-10105-10290.md │ │ ├── 104-10105-10293.md │ │ ├── 104-10106-10300.md │ │ ├── 104-10106-10312.md │ │ ├── 104-10106-10325.md │ │ ├── 104-10106-10547.md │ │ ├── 104-10106-10716.md │ │ ├── 104-10107-10085.md │ │ ├── 104-10107-10087.md │ │ ├── 104-10107-10089.md │ │ ├── 104-10107-10135.md │ │ ├── 104-10107-10137.md │ │ ├── 104-10107-10180.md │ │ ├── 104-10108-10026.md │ │ ├── 104-10110-10095.md │ │ ├── 104-10110-10242.md │ │ ├── 104-10110-10243.md │ │ ├── 104-10110-10245.md │ │ ├── 104-10110-10328.md │ │ ├── 104-10110-10340.md │ │ ├── 104-10110-10433.md │ │ ├── 104-10110-10568.md │ │ ├── 104-10111-10044.md │ │ ├── 104-10111-10045.md │ │ ├── 104-10111-10079.md │ │ ├── 104-10111-10086.md │ │ ├── 104-10111-10094.md │ │ ├── 104-10111-10104.md │ │ ├── 104-10112-10148.md │ │ ├── 104-10112-10186.md │ │ ├── 104-10112-10204.md │ │ ├── 104-10112-10450.md │ │ ├── 104-10113-10030.md │ │ ├── 104-10113-10181.md │ │ ├── 104-10113-10249.md │ │ ├── 104-10114-10042.md │ │ ├── 104-10114-10152.md │ │ ├── 104-10114-10160.md │ │ ├── 104-10114-10161.md │ │ ├── 104-10114-10162.md │ │ ├── 104-10114-10163.md │ │ ├── 104-10115-10074.md │ │ ├── 104-10116-10261.md │ │ ├── 104-10117-10075.md │ │ ├── 104-10117-10076.md │ │ ├── 104-10117-10203.md │ │ ├── 104-10117-10296.md │ │ ├── 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104-10169-10265.md │ │ ├── 104-10169-10269.md │ │ ├── 104-10169-10271.md │ │ ├── 104-10169-10282.md │ │ ├── 104-10170-10015.md │ │ ├── 104-10170-10036.md │ │ ├── 104-10170-10037.md │ │ ├── 104-10170-10051.md │ │ ├── 104-10170-10059.md │ │ ├── 104-10170-10064.md │ │ ├── 104-10170-10091.md │ │ ├── 104-10170-10096.md │ │ ├── 104-10170-10112.md │ │ ├── 104-10170-10121.md │ │ ├── 104-10170-10125.md │ │ ├── 104-10170-10145.md │ │ ├── 104-10170-10146.md │ │ ├── 104-10171-10003.md │ │ ├── 104-10171-10013.md │ │ ├── 104-10171-10018.md │ │ ├── 104-10171-10020.md │ │ ├── 104-10171-10021.md │ │ ├── 104-10171-10033.md │ │ ├── 104-10171-10034.md │ │ ├── 104-10171-10039.md │ │ ├── 104-10171-10044.md │ │ ├── 104-10171-10047.md │ │ ├── 104-10171-10093.md │ │ ├── 104-10171-10095.md │ │ ├── 104-10171-10097.md │ │ ├── 104-10171-10106.md │ │ ├── 104-10171-10136.md │ │ ├── 104-10171-10138.md │ │ ├── 104-10171-10220.md │ │ ├── 104-10172-10001.md │ │ ├── 104-10172-10041.md │ │ ├── 104-10172-10059.md │ │ ├── 104-10172-10062.md │ │ ├── 104-10172-10105.md │ │ ├── 104-10172-10107.md │ │ ├── 104-10172-10111.md │ │ ├── 104-10172-10112.md │ │ ├── 104-10172-10133.md │ │ ├── 104-10172-10137.md │ │ ├── 104-10172-10147.md │ │ ├── 104-10172-10177.md │ │ ├── 104-10172-10201.md │ │ ├── 104-10172-10243.md │ │ ├── 104-10172-10248.md │ │ ├── 104-10172-10255.md │ │ ├── 104-10172-10278.md │ │ ├── 104-10172-10279.md │ │ ├── 104-10173-10097.md │ │ ├── 104-10173-10104.md │ │ ├── 104-10173-10130.md │ │ ├── 104-10173-10132.md │ │ ├── 104-10173-10134.md │ │ ├── 104-10173-10135.md │ │ ├── 104-10173-10166.md │ │ ├── 104-10174-10030.md │ │ ├── 104-10174-10033.md │ │ ├── 104-10174-10036.md │ │ ├── 104-10174-10037.md │ │ ├── 104-10174-10038.md │ │ ├── 104-10174-10041.md │ │ ├── 104-10174-10043.md │ │ ├── 104-10174-10058.md │ │ ├── 104-10174-10072.md │ │ ├── 104-10175-10085.md │ │ ├── 104-10175-10101.md │ │ ├── 104-10175-10152.md │ │ ├── 104-10175-10176.md │ │ ├── 104-10175-10179.md │ │ ├── 104-10176-10015.md │ │ ├── 104-10176-10020.md │ │ ├── 104-10177-10047.md │ │ ├── 104-10177-10206.md │ │ ├── 104-10177-10217.md │ │ ├── 104-10177-10219.md │ │ ├── 104-10177-10220.md │ │ ├── 104-10177-10224.md │ │ ├── 104-10177-10225.md │ │ ├── 104-10178-10046.md │ │ ├── 104-10178-10049.md │ │ ├── 104-10178-10052.md │ │ ├── 104-10178-10054.md │ │ ├── 104-10178-10071.md │ │ ├── 104-10178-10096.md │ │ ├── 104-10178-10120.md │ │ ├── 104-10178-10124.md │ │ ├── 104-10178-10130.md │ │ ├── 104-10178-10136.md │ │ ├── 104-10178-10334.md │ │ ├── 104-10179-10022.md │ │ ├── 104-10179-10025.md │ │ ├── 104-10179-10027.md │ │ ├── 104-10179-10088.md │ │ ├── 104-10179-10104.md │ │ ├── 104-10179-10113.md │ │ ├── 104-10179-10121.md │ │ ├── 104-10179-10122.md │ │ ├── 104-10179-10134.md │ │ ├── 104-10179-10136.md │ │ ├── 104-10179-10143.md │ │ ├── 104-10179-10167.md │ │ ├── 104-10179-10182.md │ │ ├── 104-10179-10195.md │ │ ├── 104-10179-10209.md │ │ ├── 104-10179-10233.md │ │ ├── 104-10180-10042.md │ │ ├── 104-10180-10044.md │ │ ├── 104-10180-10050.md │ │ ├── 104-10180-10062.md │ │ ├── 104-10180-10138.md │ │ ├── 104-10180-10155.md │ │ ├── 104-10180-10162.md │ │ ├── 104-10180-10165.md │ │ ├── 104-10180-10176.md │ │ ├── 104-10180-10178.md │ │ ├── 104-10180-10179.md │ │ ├── 104-10180-10180.md │ │ ├── 104-10180-10200.md │ │ ├── 104-10180-10215.md │ │ ├── 104-10180-10218.md │ │ ├── 104-10180-10233.md │ │ ├── 104-10180-10235.md │ │ ├── 104-10181-10099.md │ │ ├── 104-10181-10117.md │ │ ├── 104-10181-10152.md │ │ ├── 104-10182-10073.md │ │ ├── 104-10182-10128.md │ │ ├── 104-10182-10137.md │ │ ├── 104-10183-10011.md │ │ ├── 104-10183-10022.md │ │ ├── 104-10183-10037.md │ │ ├── 104-10183-10039.md │ │ ├── 104-10183-10043.md │ │ ├── 104-10183-10044.md │ │ ├── 104-10183-10139.md │ │ ├── 104-10183-10232.md │ │ ├── 104-10183-10233.md │ │ ├── 104-10183-10239.md │ │ ├── 104-10183-10240.md │ │ ├── 104-10183-10259.md │ │ ├── 104-10183-10260.md │ │ ├── 104-10183-10261.md │ │ ├── 104-10183-10262.md │ │ ├── 104-10183-10267.md │ │ ├── 104-10183-10276.md │ │ ├── 104-10183-10325.md │ │ ├── 104-10183-10331.md │ │ ├── 104-10183-10333.md │ │ ├── 104-10183-10335.md │ │ ├── 104-10183-10346.md │ │ ├── 104-10183-10347.md │ │ ├── 104-10183-10355.md │ │ ├── 104-10183-10366.md │ │ ├── 104-10183-10376.md │ │ ├── 104-10183-10384.md │ │ ├── 104-10183-10436.md │ │ ├── 104-10183-10437.md │ │ ├── 104-10183-10439.md │ │ ├── 104-10185-10009.md │ │ ├── 104-10185-10024.md │ │ ├── 104-10185-10030.md │ │ ├── 104-10185-10105.md │ │ ├── 104-10185-10110.md │ │ ├── 104-10185-10117.md │ │ ├── 104-10185-10128.md │ │ ├── 104-10185-10171.md │ │ ├── 104-10185-10202.md │ │ ├── 104-10185-10205.md │ │ ├── 104-10185-10209.md │ │ ├── 104-10185-10228.md │ │ ├── 104-10185-10230.md │ │ ├── 104-10185-10234.md │ │ ├── 104-10185-10243.md │ │ ├── 104-10185-10244.md │ │ ├── 104-10185-10247.md │ │ ├── 104-10185-10248.md │ │ ├── 104-10185-10252.md │ │ ├── 104-10185-10253.md │ │ ├── 104-10185-10315.md │ │ ├── 104-10186-10004.md │ │ ├── 104-10186-10008.md │ │ ├── 104-10186-10021.md │ │ ├── 104-10186-10037.md │ │ ├── 104-10186-10088.md │ │ ├── 104-10186-10099.md │ │ ├── 104-10186-10235.md │ │ ├── 104-10186-10264.md │ │ ├── 104-10186-10269.md │ │ ├── 104-10186-10308.md │ │ ├── 104-10186-10309.md │ │ ├── 104-10186-10382.md │ │ ├── 104-10186-10410.md │ │ ├── 104-10187-10003.md │ │ ├── 104-10187-10009.md │ │ ├── 104-10187-10014.md │ │ ├── 104-10187-10030.md │ │ ├── 104-10187-10071.md │ │ ├── 104-10187-10103.md │ │ ├── 104-10187-10109.md │ │ ├── 104-10187-10110.md │ │ ├── 104-10187-10111.md │ │ ├── 104-10187-10113.md │ │ ├── 104-10187-10117.md │ │ ├── 104-10187-10142.md │ │ ├── 104-10187-10146.md │ │ ├── 104-10187-10147.md │ │ ├── 104-10187-10149.md │ │ ├── 104-10187-10174.md │ │ ├── 104-10187-10208.md │ │ ├── 104-10188-10015.md │ │ ├── 104-10188-10454.md │ │ ├── 104-10192-10110.md │ │ ├── 104-10192-10154.md │ │ ├── 104-10192-10229.md │ │ ├── 104-10192-10266.md │ │ ├── 104-10192-10284.md │ │ ├── 104-10193-10016.md │ │ ├── 104-10194-10024.md │ │ ├── 104-10209-10018.md │ │ ├── 104-10209-10025.md │ │ ├── 104-10209-10164.md │ │ ├── 104-10209-10259.md │ │ ├── 104-10210-10020.md │ │ ├── 104-10211-10146.md │ │ ├── 104-10211-10326.md │ │ ├── 104-10213-10002.md │ │ ├── 104-10213-10202.md │ │ ├── 104-10213-10209.md │ │ ├── 104-10213-10352.md │ │ ├── 104-10215-10003.md │ │ ├── 104-10215-10004.md │ │ ├── 104-10215-10018.md │ │ ├── 104-10215-10035.md │ │ ├── 104-10215-10128.md │ │ ├── 104-10215-10139.md │ │ ├── 104-10215-10146.md │ │ ├── 104-10215-10188.md │ │ ├── 104-10215-10200.md │ │ ├── 104-10216-10000.md │ │ ├── 104-10216-10002.md │ │ ├── 104-10216-10046.md │ │ ├── 104-10216-10073.md │ │ ├── 104-10216-10075.md │ │ ├── 104-10216-10148.md │ │ ├── 104-10216-10159.md │ │ ├── 104-10216-10171.md │ │ ├── 104-10216-10199.md │ │ ├── 104-10216-10202.md │ │ ├── 104-10216-10234.md │ │ ├── 104-10216-10238.md │ │ ├── 104-10216-10273.md │ │ ├── 104-10216-10338.md │ │ ├── 104-10216-10397.md │ │ ├── 104-10216-10398.md │ │ ├── 104-10217-10000.md │ │ ├── 104-10217-10185.md │ │ ├── 104-10217-10196.md │ │ ├── 104-10217-10228.md │ │ ├── 104-10218-10035.md │ │ ├── 104-10218-10060.md │ │ ├── 104-10218-10083.md │ │ ├── 104-10218-10097.md │ │ ├── 104-10219-10143.md │ │ ├── 104-10219-10154.md │ │ ├── 104-10219-10282.md │ │ ├── 104-10219-10283.md │ │ ├── 104-10219-10418.md │ │ ├── 104-10219-10439.md │ │ ├── 104-10220-10069.md │ │ ├── 104-10220-10224.md │ │ ├── 104-10220-10293.md │ │ ├── 104-10220-10294.md │ │ ├── 104-10221-10032.md │ │ ├── 104-10221-10222.md │ │ ├── 104-10221-10310.md │ │ ├── 104-10222-10001.md │ │ ├── 104-10222-10043.md │ │ ├── 104-10225-10035.md │ │ ├── 104-10226-10001.md │ │ ├── 104-10226-10011.md │ │ ├── 104-10226-10045.md │ │ ├── 104-10226-10067.md │ │ ├── 104-10226-10087.md │ │ ├── 104-10226-10090.md │ │ ├── 104-10226-10117.md │ │ ├── 104-10227-10003.md │ │ ├── 104-10227-10046.md │ │ ├── 104-10227-10121.md │ │ ├── 104-10227-10150.md │ │ ├── 104-10227-10153.md │ │ ├── 104-10227-10271.md │ │ ├── 104-10228-10045.md │ │ ├── 104-10228-10076.md │ │ ├── 104-10228-10083.md │ │ ├── 104-10228-10419.md │ │ ├── 104-10229-10002.md │ │ ├── 104-10229-10097.md │ │ ├── 104-10230-10153.md │ │ ├── 104-10231-10042.md │ │ ├── 104-10231-10418.md │ │ ├── 104-10232-10004.md │ │ ├── 104-10232-10018.md │ │ ├── 104-10232-10019.md │ │ ├── 104-10234-10007.md │ │ ├── 104-10234-10050.md │ │ ├── 104-10234-10069.md │ │ ├── 104-10234-10083.md │ │ ├── 104-10234-10088.md │ │ ├── 104-10234-10096.md │ │ ├── 104-10234-10101.md │ │ ├── 104-10234-10102.md │ │ ├── 104-10234-10105.md │ │ ├── 104-10234-10115.md │ │ ├── 104-10234-10124.md │ │ ├── 104-10234-10141.md │ │ ├── 104-10234-10148.md │ │ ├── 104-10234-10155.md │ │ ├── 104-10235-10018.md │ │ ├── 104-10236-10053.md │ │ ├── 104-10236-10054.md │ │ ├── 104-10236-10056.md │ │ ├── 104-10236-10075.md │ │ ├── 104-10237-10120.md │ │ ├── 104-10241-10249.md │ │ ├── 104-10241-10250.md │ │ ├── 104-10245-10000.md │ │ ├── 104-10245-10007.md │ │ ├── 104-10247-10037.md │ │ ├── 104-10247-10064.md │ │ ├── 104-10247-10097.md │ │ ├── 104-10248-10203.md │ │ ├── 104-10250-10035.md │ │ ├── 104-10250-10199.md │ │ ├── 104-10250-10200.md │ │ ├── 104-10250-10267.md │ │ ├── 104-10254-10015.md │ │ ├── 104-10256-10187.md │ │ ├── 104-10256-10208.md │ │ ├── 104-10256-10213.md │ │ ├── 104-10256-10428.md │ │ ├── 104-10260-10400.md │ │ ├── 104-10262-10385.md │ │ ├── 104-10263-10111.md │ │ ├── 104-10263-10139.md │ │ ├── 104-10265-10118.md │ │ ├── 104-10265-10141.md │ │ ├── 104-10266-10138.md │ │ ├── 104-10267-10196.md │ │ ├── 104-10269-10079.md │ │ ├── 104-10275-10176.md │ │ ├── 104-10290-10038.md │ │ ├── 104-10290-10046.md │ │ ├── 104-10290-10055.md │ │ ├── 104-10290-10062.md │ │ ├── 104-10290-10155.md │ │ ├── 104-10290-10162.md │ │ ├── 104-10290-10168.md │ │ ├── 104-10290-10190.md │ │ ├── 104-10290-10199.md │ │ ├── 104-10290-10210.md │ │ ├── 104-10290-10219.md │ │ ├── 104-10290-10273.md │ │ ├── 104-10290-10309.md │ │ ├── 104-10291-10002.md │ │ ├── 104-10291-10003.md │ │ ├── 104-10291-10004.md │ │ ├── 104-10291-10009.md │ │ ├── 104-10295-10001.md │ │ ├── 104-10295-10168.md │ │ ├── 104-10298-10095.md │ │ ├── 104-10298-10184.md │ │ ├── 104-10300-10124.md │ │ ├── 104-10301-10008.md │ │ ├── 104-10301-10010.md │ │ ├── 104-10302-10020.md │ │ ├── 104-10302-10030.md │ │ ├── 104-10303-10003.md │ │ ├── 104-10304-10000.md │ │ ├── 104-10306-10007.md │ │ ├── 104-10306-10010.md │ │ ├── 104-10306-10011.md │ │ ├── 104-10306-10016.md │ │ ├── 104-10306-10018.md │ │ ├── 104-10306-10020.md │ │ ├── 104-10306-10025.md │ │ ├── 104-10307-10024.md │ │ ├── 104-10308-10023.md │ │ ├── 104-10308-10029.md │ │ ├── 104-10308-10044.md │ │ ├── 104-10308-10053.md │ │ ├── 104-10308-10054.md │ │ ├── 104-10308-10062.md │ │ ├── 104-10308-10086.md │ │ ├── 104-10308-10127.md │ │ ├── 104-10308-10163.md │ │ ├── 104-10308-10165.md │ │ ├── 104-10308-10168.md │ │ ├── 104-10308-10189.md │ │ ├── 104-10308-10208.md │ │ ├── 104-10308-10269.md │ │ ├── 104-10310-10020.md │ │ ├── 104-10310-10118.md │ │ ├── 104-10322-10056.md │ │ ├── 104-10326-10010.md │ │ ├── 104-10326-10013.md │ │ ├── 104-10326-10044.md │ │ ├── 104-10326-10045.md │ │ ├── 104-10326-10055.md │ │ ├── 104-10326-10068.md │ │ ├── 104-10326-10074.md │ │ ├── 104-10326-10075.md │ │ ├── 104-10326-10077.md │ │ ├── 104-10326-10078.md │ │ ├── 104-10326-10087.md │ │ ├── 104-10326-10092.md │ │ ├── 104-10326-10101.md │ │ ├── 104-10332-10009.md │ │ ├── 104-10332-10020.md │ │ ├── 104-10332-10023.md │ │ ├── 104-10337-10001.md │ │ ├── 104-10337-10014.md │ │ ├── 104-10338-10018.md │ │ ├── 104-10406-10136.md │ │ ├── 104-10406-10139.md │ │ ├── 104-10408-10078.md │ │ ├── 104-10408-10316.md │ │ ├── 104-10408-10329.md │ │ ├── 104-10412-10005.md │ │ ├── 104-10413-10053.md │ │ ├── 104-10413-10306.md │ │ ├── 104-10414-10002.md │ │ ├── 104-10418-10202.md │ │ ├── 104-10418-10378.md │ │ ├── 104-10418-10439.md │ │ ├── 104-10423-10337.md │ │ ├── 104-10431-10091.md │ │ ├── 104-10431-10102.md │ │ ├── 104-10433-10050.md │ │ ├── 104-10433-10209.md │ │ ├── 104-10433-10212.md │ │ ├── 104-10437-10079.md │ │ ├── 104-10439-10113.md │ │ ├── 104-10506-10028.md │ │ ├── 104-10510-10090.md │ │ ├── 104-10510-10141.md │ │ ├── 104-10512-10101.md │ │ ├── 104-10512-10102.md │ │ ├── 104-10512-10110.md │ │ ├── 104-10516-10103.md │ │ ├── 104-10516-10195.md │ │ ├── 104-10516-10214.md │ │ ├── 104-10516-10227.md │ │ ├── 104-10516-10239.md │ │ ├── 104-10516-10270.md │ │ ├── 104-10516-10338.md │ │ ├── 104-10516-10348.md │ │ ├── 104-10517-10120.md │ │ ├── 104-10517-10121.md │ │ ├── 104-10519-10182.md │ │ ├── 104-10519-10184.md │ │ ├── 104-10527-10212.md │ │ ├── 104-10527-10277.md │ │ ├── 104-10527-10421.md │ │ ├── 104-10527-10424.md │ │ ├── 104-10528-10052.md │ │ ├── 104-10528-10053.md │ │ ├── 104-10528-10056.md │ │ ├── 104-10528-10149.md │ │ ├── 104-10528-10180.md │ │ ├── 104-10529-10182.md │ │ ├── 104-10529-10184.md │ │ ├── 104-10529-10196.md │ │ ├── 104-10529-10277.md │ │ ├── 104-10529-10323.md │ │ ├── 104-10529-10329.md │ │ ├── 104-10529-10330.md │ │ ├── 104-10529-10367.md │ │ ├── 104-10534-10173.md │ │ ├── 119-10021-10413.md │ │ ├── 124-10058-10420.md │ │ ├── 124-10062-10456.md │ │ ├── 124-10114-10010.md │ │ ├── 124-10115-10027.md │ │ ├── 124-10150-10104.md │ │ ├── 124-10158-10061.md │ │ ├── 124-10163-10134.md │ │ ├── 124-10180-10295.md │ │ ├── 124-10181-10009.md │ │ ├── 124-10212-10160.md │ │ ├── 124-10212-10337.md │ │ ├── 124-10213-10483.md │ │ ├── 124-10221-10229.md │ │ ├── 124-10221-10231.md │ │ ├── 124-10225-10195.md │ │ ├── 124-10237-10009.md │ │ ├── 124-10239-10171.md │ │ ├── 124-10273-10070.md │ │ ├── 124-10273-10104.md │ │ ├── 124-10279-10018.md │ │ ├── 124-10279-10020.md │ │ ├── 124-10279-10209.md │ │ ├── 124-10279-10258.md │ │ ├── 124-10280-10030.md │ │ ├── 124-10281-10028.md │ │ ├── 124-10284-10155.md │ │ ├── 124-10284-10171.md │ │ ├── 124-10284-10172.md │ │ ├── 124-10285-10254.md │ │ ├── 124-10291-10236.md │ │ ├── 124-10291-10319.md │ │ ├── 124-10300-10012.md │ │ ├── 124-10300-10024.md │ │ ├── 124-10311-10292.md │ │ ├── 124-10320-10087.md │ │ ├── 124-10325-10318.md │ │ ├── 124-10326-10098.md │ │ ├── 124-10326-10099.md │ │ ├── 124-10326-10100.md │ │ ├── 124-10326-10103.md │ │ ├── 124-10326-10104.md │ │ ├── 124-10326-10149.md │ │ ├── 124-10326-10191.md │ │ ├── 124-10332-10018.md │ │ ├── 124-10332-10047.md │ │ ├── 124-10369-10022.md │ │ ├── 124-90037-10081.md │ │ ├── 124-90041-10023.md │ │ ├── 124-90060-10015.md │ │ ├── 124-90092-10001.md │ │ ├── 124-90092-10002.md │ │ ├── 124-90092-10016.md │ │ ├── 124-90110-10070.md │ │ ├── 124-90110-10071.md │ │ ├── 124-90110-10072.md │ │ ├── 124-90110-10083.md │ │ ├── 124-90124-10055.md │ │ ├── 124-90124-10092.md │ │ ├── 124-90130-10005.md │ │ ├── 124-90135-10074.md │ │ ├── 124-90137-10067.md │ │ ├── 124-90137-10230.md │ │ ├── 124-90137-10284.md │ │ ├── 124-90137-10355.md │ │ ├── 124-90137-10357.md │ │ ├── 124-90137-10467.md │ │ ├── 124-90137-10468.md │ │ ├── 124-90137-10488.md │ │ ├── 124-90138-10004.md │ │ ├── 124-90138-10007.md │ │ ├── 124-90138-10066.md │ │ ├── 124-90138-10073.md │ │ ├── 124-90139-10002.md │ │ ├── 124-90139-10050.md │ │ ├── 124-90139-10070.md │ │ ├── 124-90139-10071.md │ │ ├── 124-90139-10138.md │ │ ├── 124-90140-10004.md │ │ ├── 124-90140-10005.md │ │ ├── 124-90140-10012.md │ │ ├── 124-90155-10008.md │ │ ├── 157-10002-10056.md │ │ ├── 157-10002-10105.md │ │ ├── 157-10002-10106.md │ │ ├── 157-10002-10165.md │ │ ├── 157-10004-10095.md │ │ ├── 157-10004-10144.md │ │ ├── 157-10004-10270.md │ │ ├── 157-10004-10280.md │ │ ├── 157-10005-10141.md │ │ ├── 157-10011-10048.md │ │ ├── 157-10011-10083.md │ │ ├── 157-10014-10109.md │ │ ├── 157-10014-10242.md │ │ ├── 176-10011-10152.md │ │ ├── 176-10030-10422.md │ │ ├── 176-10033-10145.md │ │ ├── 176-10036-10023.md │ │ ├── 176-10036-10027.md │ │ ├── 176-10036-10051.md │ │ ├── 176-10036-10052.md │ │ ├── 176-10036-10058.md │ │ ├── 176-10036-10065.md │ │ ├── 176-10036-10073.md │ │ ├── 176-10036-10078.md │ │ ├── 176-10036-10079.md │ │ ├── 176-10036-10085.md │ │ ├── 176-10036-10086.md │ │ ├── 176-10036-10087.md │ │ ├── 176-10036-10088.md │ │ ├── 176-10036-10094.md │ │ ├── 176-10036-10095.md │ │ ├── 176-10036-10097.md │ │ ├── 176-10036-10098.md │ │ ├── 176-10036-10099.md │ │ ├── 176-10036-10102.md │ │ ├── 176-10036-10103.md │ │ ├── 176-10036-10104.md │ │ ├── 176-10036-10113.md │ │ ├── 176-10036-10115.md │ │ ├── 176-10036-10116.md │ │ ├── 176-10036-10117.md │ │ ├── 176-10036-10131.md │ │ ├── 176-10036-10134.md │ │ ├── 176-10036-10135.md │ │ ├── 176-10036-10137.md │ │ ├── 176-10036-10138.md │ │ ├── 176-10036-10139.md │ │ ├── 176-10036-10142.md │ │ ├── 176-10036-10143.md │ │ ├── 176-10036-10149.md │ │ ├── 176-10036-10173.md │ │ ├── 176-10036-10179.md │ │ ├── 176-10037-10120.md │ │ ├── 176-10037-10440.md │ │ ├── 176-10037-10452.md │ │ ├── 176-10037-10453.md │ │ ├── 176-10037-10454.md │ │ ├── 176-10037-10460.md │ │ ├── 176-10037-10491.md │ │ ├── 176-10037-10493.md │ │ ├── 176-10037-10494.md │ │ ├── 176-10038-10032.md │ │ ├── 177-10001-10060.md │ │ ├── 177-10001-10061.md │ │ ├── 177-10001-10063.md │ │ ├── 177-10001-10064.md │ │ ├── 177-10001-10305.md │ │ ├── 177-10001-10445.md │ │ ├── 177-10002-10012.md │ │ ├── 177-10002-10016.md │ │ ├── 177-10002-10069.md │ │ ├── 177-10002-10070.md │ │ ├── 177-10002-10092.md │ │ ├── 177-10002-10096.md │ │ ├── 177-10002-10097.md │ │ ├── 177-10002-10098.md │ │ ├── 177-10002-10101.md │ │ ├── 177-10002-10102.md │ │ ├── 177-10002-10103.md │ │ ├── 178-10002-10091.md │ │ ├── 178-10002-10215.md │ │ ├── 178-10002-10279.md │ │ ├── 178-10003-10001.md │ │ ├── 178-10004-10053.md │ │ ├── 178-10004-10054.md │ │ ├── 180-10110-10100.md │ │ ├── 180-10131-10324.md │ │ ├── 180-10143-10100.md │ │ ├── 180-10143-10227.md │ │ ├── 194-10012-10030.md │ │ ├── 197-10002-10190.md │ │ ├── 198-10004-10076.md │ │ ├── 198-10004-10207.md │ │ ├── 198-10005-10017.md │ │ ├── 198-10005-10018.md │ │ ├── 198-10007-10013.md │ │ ├── 198-10007-10021.md │ │ ├── 198-10007-10022.md │ │ ├── 198-10007-10029.md │ │ ├── 198-10008-10119.md │ │ ├── 198-10009-10098.md │ │ ├── 198-10009-10099.md │ │ ├── 202-10001-10203.md │ │ ├── 202-10002-10124.md │ │ └── llms.txt │ └── jfk_qa_example.json ├── paperbench │ ├── .gitignore │ ├── .pre-commit-config.yaml │ ├── .ruff_autofix_minimal.toml │ ├── LICENSE.md │ ├── README.md │ ├── litellm │ │ ├── .gitignore │ │ ├── README.md │ │ ├── litellm.config.yaml │ │ ├── openai_example.py │ │ ├── requirements.txt │ │ └── run.sh │ ├── project │ │ ├── alcatraz │ │ │ ├── alcatraz │ │ │ │ ├── clusters │ │ │ │ │ ├── _container_proc.py │ │ │ │ │ ├── _serialization.py │ │ │ │ │ ├── interface.py │ │ │ │ │ └── local.py │ │ │ │ └── utils │ │ │ │ │ └── cmds.py │ │ │ └── pyproject.toml │ │ ├── nanoeval │ │ │ ├── .gitignore │ │ │ ├── README.md │ │ │ ├── docs │ │ │ │ └── computer_tasks.md │ │ │ ├── nanoeval │ │ │ │ ├── __init__.py │ │ │ │ ├── _aiomonitor.py │ │ │ │ ├── _db.py │ │ │ │ ├── _executor_worker.py │ │ │ │ ├── _loop_watcher.py │ │ │ │ ├── _multiprocessing_utils.py │ │ │ │ ├── _persistent_db.py │ │ │ │ ├── async_breakpoint.py │ │ │ │ ├── asyncio_utils.py │ │ │ │ ├── bin │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── concurrency.py │ │ │ │ │ ├── mon.py │ │ │ │ │ ├── resume.py │ │ │ │ │ ├── resume_test.py │ │ │ │ │ └── sqlite.py │ │ │ │ ├── eval.py │ │ │ │ ├── evaluation.py │ │ │ │ ├── evaluation_test.py │ │ │ │ ├── examples │ │ │ │ │ ├── _gpqa.py │ │ │ │ │ ├── bundled_evals_test.py │ │ │ │ │ ├── gpqa_api.py │ │ │ │ │ ├── gpqa_mock.py │ │ │ │ │ ├── gpqa_mock_mp.py │ │ │ │ │ └── gpqa_simple.py │ │ │ │ ├── fs_paths.py │ │ │ │ ├── json_recorder.py │ │ │ │ ├── json_recorder_test.py │ │ │ │ ├── library_config.py │ │ │ │ ├── metrics │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── agents.py │ │ │ │ │ ├── standard.py │ │ │ │ │ └── standard_test.py │ │ │ │ ├── monitor.py │ │ │ │ ├── py.typed │ │ │ │ ├── recorder.py │ │ │ │ ├── recorder_protocol.py │ │ │ │ ├── recorders.py │ │ │ │ ├── setup.py │ │ │ │ └── solvers │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── computer_tasks │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── _serializable_base_model.py │ │ │ │ │ ├── _versioning.py │ │ │ │ │ ├── code_execution_interface.py │ │ │ │ │ ├── demo │ │ │ │ │ │ ├── __init__.py │ │ │ │ │ │ ├── _demo_task.py │ │ │ │ │ │ ├── agent.py │ │ │ │ │ │ └── runtime.py │ │ │ │ │ ├── limits.py │ │ │ │ │ ├── limits_test.py │ │ │ │ │ ├── pausable_timer.py │ │ │ │ │ ├── pausable_timer_test.py │ │ │ │ │ ├── solver.py │ │ │ │ │ ├── steps.py │ │ │ │ │ ├── steps_test.py │ │ │ │ │ ├── task.py │ │ │ │ │ └── task_test.py │ │ │ │ │ ├── mcq.py │ │ │ │ │ ├── mcq_api.py │ │ │ │ │ ├── mcq_test.py │ │ │ │ │ └── short_answer.py │ │ │ └── pyproject.toml │ │ ├── nanoeval_alcatraz │ │ │ ├── README.md │ │ │ ├── nanoeval_alcatraz │ │ │ │ ├── __init__.py │ │ │ │ ├── alcatraz_computer_interface.py │ │ │ │ ├── py.typed │ │ │ │ └── task_to_alcatraz_config.py │ │ │ ├── pyproject.toml │ │ │ └── tests │ │ │ │ └── test_nanoeval_alcatraz.py │ │ └── paperbench │ │ │ ├── .dockerignore │ │ │ ├── .env.example │ │ │ ├── .gitattributes │ │ │ ├── .gitignore │ │ │ ├── .pre-commit-config.yaml │ │ │ ├── README.md │ │ │ ├── data │ │ │ ├── judge_eval │ │ │ │ ├── .gitattributes │ │ │ │ ├── .gitignore │ │ │ │ ├── all-in-one │ │ │ │ │ └── 0 │ │ │ │ │ │ ├── grading │ │ │ │ │ │ └── expected_result.json │ │ │ │ │ │ └── submission.tar │ │ │ │ ├── pinn │ │ │ │ │ └── 0 │ │ │ │ │ │ ├── grading │ │ │ │ │ │ └── expected_result.json │ │ │ │ │ │ └── submission.tar │ │ │ │ ├── rice │ │ │ │ │ └── 0 │ │ │ │ │ │ ├── .gitignore │ │ │ │ │ │ └── grading │ │ │ │ │ │ └── expected_result.json │ │ │ │ ├── semantic-self-consistency │ │ │ │ │ └── 0 │ │ │ │ │ │ ├── grading │ │ │ │ │ │ └── expected_result.json │ │ │ │ │ │ └── submission.tar │ │ │ │ └── stay-on-topic-with-classifier-free-guidance │ │ │ │ │ └── 0 │ │ │ │ │ ├── grading │ │ │ │ │ └── expected_result.json │ │ │ │ │ └── submission.tar │ │ │ └── papers │ │ │ │ ├── adaptive-pruning │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ └── asset_5.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── all-in-one │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_20.jpg │ │ │ │ │ ├── asset_21.jpg │ │ │ │ │ ├── asset_22.jpg │ │ │ │ │ ├── asset_23.jpg │ │ │ │ │ ├── asset_24.jpg │ │ │ │ │ ├── asset_25.jpg │ │ │ │ │ ├── asset_26.jpg │ │ │ │ │ ├── asset_27.jpg │ │ │ │ │ ├── asset_28.jpg │ │ │ │ │ ├── asset_29.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_30.jpg │ │ │ │ │ ├── asset_31.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── bam │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── bbox │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── bridging-data-gaps │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ └── asset_6.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── fre │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.png │ │ │ │ │ ├── asset_2.png │ │ │ │ │ ├── asset_3.png │ │ │ │ │ ├── asset_4.png │ │ │ │ │ ├── asset_5.png │ │ │ │ │ ├── asset_6.png │ │ │ │ │ ├── asset_7a.png │ │ │ │ │ ├── asset_7b.png │ │ │ │ │ ├── asset_7c.png │ │ │ │ │ ├── asset_8a.png │ │ │ │ │ ├── asset_8b.png │ │ │ │ │ ├── asset_8c.png │ │ │ │ │ ├── asset_9a.png │ │ │ │ │ ├── asset_9b.png │ │ │ │ │ └── asset_9c.png │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── ftrl │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_20.jpg │ │ │ │ │ ├── asset_21.jpg │ │ │ │ │ ├── asset_22.jpg │ │ │ │ │ ├── asset_23.jpg │ │ │ │ │ ├── asset_24.jpg │ │ │ │ │ ├── asset_25.jpg │ │ │ │ │ ├── asset_26.jpg │ │ │ │ │ ├── asset_27.jpg │ │ │ │ │ ├── asset_28.jpg │ │ │ │ │ ├── asset_29.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_30.jpg │ │ │ │ │ ├── asset_31.jpg │ │ │ │ │ ├── asset_32.jpg │ │ │ │ │ ├── asset_33.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── lbcs │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ └── asset_4.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── judge.addendum.md │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── lca-on-the-line │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── mechanistic-understanding │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── pinn │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── rice │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── judge.addendum.md │ │ │ │ ├── judge │ │ │ │ │ ├── jsrl │ │ │ │ │ │ ├── assets │ │ │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ │ │ ├── asset_20.jpg │ │ │ │ │ │ │ ├── asset_21.jpg │ │ │ │ │ │ │ ├── asset_22.jpg │ │ │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ │ │ └── asset_9.jpg │ │ │ │ │ │ ├── paper.md │ │ │ │ │ │ └── paper.pdf │ │ │ │ │ └── statemask │ │ │ │ │ │ ├── assets │ │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ │ ├── asset_20.jpg │ │ │ │ │ │ ├── asset_21.jpg │ │ │ │ │ │ ├── asset_22.jpg │ │ │ │ │ │ ├── asset_23.jpg │ │ │ │ │ │ ├── asset_24.jpg │ │ │ │ │ │ ├── asset_25.jpg │ │ │ │ │ │ ├── asset_26.jpg │ │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ │ └── asset_9.jpg │ │ │ │ │ │ ├── paper.md │ │ │ │ │ │ └── paper.pdf │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── robust-clip │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_20.jpg │ │ │ │ │ ├── asset_21.jpg │ │ │ │ │ ├── asset_22.jpg │ │ │ │ │ ├── asset_23.jpg │ │ │ │ │ ├── asset_24.jpg │ │ │ │ │ ├── asset_25.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ └── asset_7.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── sample-specific-masks │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_20.jpg │ │ │ │ │ ├── asset_21.jpg │ │ │ │ │ ├── asset_22.jpg │ │ │ │ │ ├── asset_23.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── sapg │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── self-composing-policies │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_13.jpg │ │ │ │ │ ├── asset_14.jpg │ │ │ │ │ ├── asset_15.jpg │ │ │ │ │ ├── asset_16.jpg │ │ │ │ │ ├── asset_17.jpg │ │ │ │ │ ├── asset_18.jpg │ │ │ │ │ ├── asset_19.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── self-expansion │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_10.jpg │ │ │ │ │ ├── asset_11.jpg │ │ │ │ │ ├── asset_12.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── semantic-self-consistency │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ └── asset_3.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── judge.addendum.md │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── sequential-neural-score-estimation │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ ├── asset_4.jpg │ │ │ │ │ ├── asset_5.jpg │ │ │ │ │ ├── asset_6.jpg │ │ │ │ │ ├── asset_7.jpg │ │ │ │ │ ├── asset_8.jpg │ │ │ │ │ └── asset_9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── stay-on-topic-with-classifier-free-guidance │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── fig1.jpg │ │ │ │ │ ├── fig10.jpg │ │ │ │ │ ├── fig11.jpg │ │ │ │ │ ├── fig12.jpg │ │ │ │ │ ├── fig13.jpg │ │ │ │ │ ├── fig14.jpg │ │ │ │ │ ├── fig15.jpg │ │ │ │ │ ├── fig16.jpg │ │ │ │ │ ├── fig17.jpg │ │ │ │ │ ├── fig18a.jpg │ │ │ │ │ ├── fig18b.jpg │ │ │ │ │ ├── fig19.jpg │ │ │ │ │ ├── fig2.jpg │ │ │ │ │ ├── fig3.jpg │ │ │ │ │ ├── fig4.jpg │ │ │ │ │ ├── fig6.jpg │ │ │ │ │ ├── fig7.jpg │ │ │ │ │ ├── fig8.jpg │ │ │ │ │ ├── fig9-1.jpg │ │ │ │ │ ├── fig9-2.jpg │ │ │ │ │ ├── fig9-3.jpg │ │ │ │ │ ├── fig9-4.jpg │ │ │ │ │ ├── fig9-5.jpg │ │ │ │ │ ├── fig9-6.jpg │ │ │ │ │ ├── fig9-7.jpg │ │ │ │ │ ├── fig9-8.jpg │ │ │ │ │ └── fig9-9.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── judge.addendum.md │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ ├── test-time-model-adaptation │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ │ ├── asset_1.jpg │ │ │ │ │ ├── asset_2.jpg │ │ │ │ │ ├── asset_3.jpg │ │ │ │ │ └── asset_4.jpg │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ │ └── what-will-my-model-forget │ │ │ │ ├── addendum.md │ │ │ │ ├── assets │ │ │ │ ├── fig_1.png │ │ │ │ ├── fig_2.png │ │ │ │ ├── fig_3.png │ │ │ │ └── fig_4.png │ │ │ │ ├── blacklist.txt │ │ │ │ ├── config.yaml │ │ │ │ ├── paper.md │ │ │ │ ├── paper.pdf │ │ │ │ └── rubric.json │ │ │ ├── experiments │ │ │ ├── judge_eval │ │ │ │ ├── .gitignore │ │ │ │ ├── judge_eval_perf_cost.py │ │ │ │ ├── judge_eval_perf_tables.py │ │ │ │ ├── perf_cost.pdf │ │ │ │ ├── run_judge_eval_sweep.sh │ │ │ │ └── tables │ │ │ │ │ ├── metrics_table_gpt-4o-2024-08-06.csv │ │ │ │ │ ├── metrics_table_gpt-4o-mini-2024-07-18.csv │ │ │ │ │ ├── metrics_table_o1-2024-12-17_high.csv │ │ │ │ │ ├── metrics_table_o1-mini-2024-09-12_high.csv │ │ │ │ │ ├── metrics_table_o3-mini-2025-01-31_high.csv │ │ │ │ │ ├── perf_cost_table.csv │ │ │ │ │ └── perf_table.csv │ │ │ ├── judge_max_depth │ │ │ │ ├── .gitignore │ │ │ │ ├── depth_scores.pdf │ │ │ │ ├── plot.py │ │ │ │ ├── results.zip │ │ │ │ └── run.sh │ │ │ ├── pbcd_correlation │ │ │ │ ├── correlation_plot.pdf │ │ │ │ └── plot.py │ │ │ └── splits │ │ │ │ ├── all.txt │ │ │ │ ├── debug.txt │ │ │ │ ├── dev.txt │ │ │ │ ├── human.txt │ │ │ │ └── lite.txt │ │ │ ├── paperbench │ │ │ ├── .gitattributes │ │ │ ├── .gitignore │ │ │ ├── agents │ │ │ │ ├── Dockerfile.base │ │ │ │ ├── agent.env.example │ │ │ │ ├── aisi-basic-agent │ │ │ │ │ ├── Dockerfile │ │ │ │ │ ├── _basic_agent_iterative.py │ │ │ │ │ ├── _basic_agent_plus.py │ │ │ │ │ ├── _execute.py │ │ │ │ │ ├── _file_reader.py │ │ │ │ │ ├── config.yaml │ │ │ │ │ ├── requirements.txt │ │ │ │ │ ├── start.py │ │ │ │ │ ├── start.sh │ │ │ │ │ ├── templates.py │ │ │ │ │ └── utils.py │ │ │ │ ├── dummy │ │ │ │ │ ├── Dockerfile │ │ │ │ │ ├── config.yaml │ │ │ │ │ ├── main.py │ │ │ │ │ ├── requirements.txt │ │ │ │ │ └── start.sh │ │ │ │ ├── human │ │ │ │ │ ├── Dockerfile │ │ │ │ │ ├── config.yaml │ │ │ │ │ └── start.sh │ │ │ │ ├── instructions │ │ │ │ │ ├── code_only_instructions.txt │ │ │ │ │ ├── instructions.txt │ │ │ │ │ └── instructions_iterative.txt │ │ │ │ ├── launch.json │ │ │ │ ├── pre-commit │ │ │ │ ├── registry.py │ │ │ │ ├── run.py │ │ │ │ └── utils.py │ │ │ ├── constants.py │ │ │ ├── grader.Dockerfile │ │ │ ├── gui │ │ │ │ ├── app.py │ │ │ │ ├── static │ │ │ │ │ ├── script.js │ │ │ │ │ └── styles.css │ │ │ │ └── templates │ │ │ │ │ ├── base.html │ │ │ │ │ ├── macros.html │ │ │ │ │ └── rubric.html │ │ │ ├── infra │ │ │ │ └── alcatraz.py │ │ │ ├── judge │ │ │ │ ├── constants.py │ │ │ │ ├── create_judge.py │ │ │ │ ├── judge.py │ │ │ │ ├── judge_eval │ │ │ │ │ ├── README.md │ │ │ │ │ ├── download_data.py │ │ │ │ │ ├── evaluate.py │ │ │ │ │ └── registry.py │ │ │ │ └── utils.py │ │ │ ├── metrics.py │ │ │ ├── monitor │ │ │ │ ├── create_monitor.py │ │ │ │ └── monitor.py │ │ │ ├── nano │ │ │ │ ├── README.md │ │ │ │ ├── entrypoint.py │ │ │ │ ├── eval.py │ │ │ │ └── utils.py │ │ │ ├── paper_registry.py │ │ │ ├── reproducer.Dockerfile │ │ │ ├── rubric │ │ │ │ ├── __init__.py │ │ │ │ ├── tasks.py │ │ │ │ └── utils.py │ │ │ ├── scripts │ │ │ │ ├── alcatraz_services.py │ │ │ │ ├── build-docker-images.sh │ │ │ │ ├── run_judge.py │ │ │ │ ├── run_judge_eval.py │ │ │ │ ├── run_monitor.py │ │ │ │ └── run_reproduce.py │ │ │ └── utils.py │ │ │ ├── pyproject.toml │ │ │ ├── pytest.ini │ │ │ └── runs │ │ │ ├── 2025-04-09T04-38-44-UTC_run-group_aisi-basic-agent-anthropic-dev │ │ │ └── rice_0888dadd-b431-4c5c-b52a-c6a468107619 │ │ │ │ ├── 2025-04-09T04-38-51-UTC.json │ │ │ │ ├── 2025-04-09T04-38-51-UTC.tar.gz │ │ │ │ ├── 2025-04-09T05-10-23-UTC.json │ │ │ │ ├── 2025-04-09T05-10-23-UTC.tar.gz │ │ │ │ ├── 2025-04-09T05-19-21-UTC.json │ │ │ │ ├── 2025-04-09T05-19-21-UTC.tar.gz │ │ │ │ ├── 2025-04-09T05-19-21-UTC_grader_output_0.json │ │ │ │ ├── metadata.json │ │ │ │ ├── pb_result.json │ │ │ │ └── status.json │ │ │ ├── 2025-04-09T10-52-42-UTC_run-group_aisi-basic-agent-llama4-dev │ │ │ └── rice_e20a46e5-b98c-40e5-bd27-7cb4eca76108 │ │ │ │ ├── 2025-04-09T10-52-50-UTC.json │ │ │ │ ├── 2025-04-09T10-52-50-UTC.tar.gz │ │ │ │ ├── 2025-04-09T12-09-29-UTC.json │ │ │ │ ├── 2025-04-09T12-09-29-UTC.tar.gz │ │ │ │ ├── 2025-04-09T12-42-41-UTC.json │ │ │ │ ├── 2025-04-09T12-42-41-UTC.tar.gz │ │ │ │ ├── 2025-04-09T13-05-30-UTC.json │ │ │ │ ├── 2025-04-09T13-05-30-UTC.tar.gz │ │ │ │ ├── 2025-04-09T13-08-43-UTC.json │ │ │ │ ├── 2025-04-09T13-08-43-UTC.tar.gz │ │ │ │ ├── 2025-04-09T13-08-43-UTC_grader_output_0.json │ │ │ │ ├── metadata.json │ │ │ │ ├── pb_result.json │ │ │ │ └── status.json │ │ │ ├── 2025-04-09T12-51-39-UTC_run-group_aisi-basic-agent-openai-gpt-4o-dev │ │ │ └── rice_269f5c35-3ffa-496f-9395-6730cc220638 │ │ │ │ ├── 2025-04-09T12-51-46-UTC.json │ │ │ │ ├── 2025-04-09T12-51-46-UTC.tar.gz │ │ │ │ ├── 2025-04-09T13-22-23-UTC.json │ │ │ │ ├── 2025-04-09T13-22-23-UTC.tar.gz │ │ │ │ ├── 2025-04-09T13-57-22-UTC.json │ │ │ │ ├── 2025-04-09T13-57-22-UTC.tar.gz │ │ │ │ ├── 2025-04-09T13-57-22-UTC_grader_output_0.json │ │ │ │ ├── metadata.json │ │ │ │ ├── pb_result.json │ │ │ │ └── status.json │ │ │ ├── 2025-04-14T00-16-57-UTC_run-group_aisi-basic-agent-gemini-litellm-dev │ │ │ └── rice_92f7c3ca-4352-4ba4-bb4d-1a56a7cce637 │ │ │ │ ├── 2025-04-14T00-17-05-UTC.json │ │ │ │ ├── 2025-04-14T00-17-05-UTC.tar.gz │ │ │ │ ├── 2025-04-14T00-47-45-UTC.json │ │ │ │ ├── 2025-04-14T00-47-45-UTC.tar.gz │ │ │ │ ├── 2025-04-14T01-04-05-UTC.json │ │ │ │ ├── 2025-04-14T01-04-05-UTC.tar.gz │ │ │ │ ├── 2025-04-14T01-04-05-UTC_grader_output_0.json │ │ │ │ ├── metadata.json │ │ │ │ ├── pb_result.json │ │ │ │ └── status.json │ │ │ ├── 2025-04-14T23-32-27-UTC_run-group_aisi-basic-agent-openai-gpt-4.1-dev │ │ │ └── rice_05bbbaa3-aee5-419c-92fc-da16c8c6219f │ │ │ │ ├── 2025-04-14T23-32-34-UTC.json │ │ │ │ ├── 2025-04-14T23-32-34-UTC.tar.gz │ │ │ │ ├── 2025-04-14T23-41-34-UTC.json │ │ │ │ ├── 2025-04-14T23-41-34-UTC.tar.gz │ │ │ │ ├── 2025-04-14T23-41-34-UTC_grader_output_0.json │ │ │ │ ├── metadata.json │ │ │ │ ├── pb_result.json │ │ │ │ └── status.json │ │ │ ├── README.md │ │ │ ├── compar.py │ │ │ ├── images │ │ │ ├── model_comparison_grid.png │ │ │ ├── results.png │ │ │ ├── rice_aisi-basic-agent-anthropic-dev_tree.png │ │ │ ├── rice_aisi-basic-agent-gemini-litellm-dev_tree.png │ │ │ ├── rice_aisi-basic-agent-llama4-dev_tree.png │ │ │ ├── rice_aisi-basic-agent-openai-gpt-4.1-dev_tree.png │ │ │ ├── rice_aisi-basic-agent-openai-gpt-4o-dev_tree.png │ │ │ └── score_comparison.png │ │ │ └── visal.py │ ├── pyproject.toml │ ├── pyrightconfig.json │ └── pytest.ini ├── pokemon-gym │ ├── .gitignore │ ├── README.md │ ├── agents │ │ ├── README.md │ │ ├── __init__.py │ │ ├── demo_agent.py │ │ ├── human_agent.py │ │ └── langgraph_agent.py │ ├── benchflow_interface.py │ ├── evaluator │ │ ├── README.md │ │ ├── __init__.py │ │ ├── evaluate.py │ │ └── milestones.py │ ├── pokemon_env │ │ ├── __init__.py │ │ ├── action.py │ │ ├── emulator.py │ │ ├── environment.py │ │ └── memory_reader.py │ ├── requirements.txt │ ├── results │ │ ├── README.md │ │ └── comparison_plot.png │ └── server │ │ ├── README.md │ │ ├── __init__.py │ │ └── evaluator_server.py └── vibearena │ └── README.md ├── pyproject.toml ├── requirements.txt ├── ruff.toml ├── src └── benchflow │ ├── BaseAgent.py │ ├── BaseBench.py │ ├── Bench.py │ ├── BenchClient.py │ ├── __init__.py │ ├── agents │ ├── __init__.py │ ├── bird_openai.py │ ├── crag_openai.py │ ├── mmlu_openai.py │ ├── rarebench_openai.py │ ├── swebench_sweagent.py │ ├── webarena_langbase.py │ ├── webarena_openai.py │ ├── webcanvas_langbase.py │ └── webcanvas_openai.py │ ├── benchmarks │ ├── __init__.py │ ├── crag.py │ ├── mmlupro.py │ ├── swebench.py │ ├── webarena.py │ └── webcanvas.py │ ├── load_benchmark.py │ └── schemas │ ├── BenchArgs.py │ ├── BenchmarkResults.py │ ├── InputData.py │ └── __init__.py └── uv.lock /.github/workflows/ci-daily.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/benchflow-ai/benchflow/HEAD/.github/workflows/ci-daily.yaml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/benchflow-ai/benchflow/HEAD/.gitignore -------------------------------------------------------------------------------- /.python-version: -------------------------------------------------------------------------------- 1 | 3.10 2 | 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