{
  "course_id": 35,
  "name": "COS 597G — Understanding Large Language Models",
  "org": "Princeton",
  "seeds": [
    "https://www.cs.princeton.edu/courses/archive/fall22/cos597G"
  ],
  "repair_version": 3,
  "updated_at": "2026-10-14T11:23:19Z",
  "pages": [
    {
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G",
      "final_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/",
      "title": "COS 597G: Understanding Large Language Models",
      "status": "ok",
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/pages/repair/b02f75466ff9e7ca0961.html",
      "images": []
    }
  ],
  "files": [
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec01.pdf",
      "bytes": 12461242,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/001.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec01.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec02.pdf",
      "bytes": 2327112,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/002.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec02.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec03.pdf",
      "bytes": 4684930,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/003.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec03.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec04.pdf",
      "bytes": 5592947,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/004.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec04.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec05.pdf",
      "bytes": 3604128,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/005.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec05.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec06.pdf",
      "bytes": 3860739,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/006.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec06.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec07.pdf",
      "bytes": 4285139,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/007.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec07.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec08.pdf",
      "bytes": 3936596,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/008.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec08.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec09.pdf",
      "bytes": 3649715,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/009.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec09.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec10.pdf",
      "bytes": 3430747,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/010.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec10.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec11.pdf",
      "bytes": 6317062,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/011.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec11.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec12.pdf",
      "bytes": 6719420,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/012.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec12.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec13.pdf",
      "bytes": 2957165,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/013.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec13.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec14.pdf",
      "bytes": 5124466,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/014.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec14.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec15.pdf",
      "bytes": 3784050,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/015.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec15.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec16.pdf",
      "bytes": 1703300,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/016.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec16.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec17.pdf",
      "bytes": 3029108,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/017.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec17.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec18.pdf",
      "bytes": 3648802,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/018.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec18.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec19.pdf",
      "bytes": 7072550,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/019.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec19.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec20.pdf",
      "bytes": 4692652,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/020.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec20.pdf"
    },
    {
      "status": "ok",
      "url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec22.pdf",
      "bytes": 4458029,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/021.pdf",
      "source_url": "https://www.cs.princeton.edu/courses/archive/fall22/cos597G/lectures/lec22.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2108.07258.pdf",
      "bytes": 14419820,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/022.pdf",
      "source_url": "https://arxiv.org/pdf/2108.07258.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2002.12327.pdf",
      "bytes": 1850399,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/023.pdf",
      "source_url": "https://arxiv.org/pdf/2002.12327.pdf"
    },
    {
      "status": "http_403",
      "url": "https://www.amacad.org/sites/default/files/publication/downloads/Daedalus_Sp22_09_Manning.pdf",
      "source_url": "https://www.amacad.org/sites/default/files/publication/downloads/Daedalus_Sp22_09_Manning.pdf",
      "retried_at": "2026-10-20T19:48:27Z"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1706.03762.pdf",
      "bytes": 2215244,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/025.pdf",
      "source_url": "https://arxiv.org/pdf/1706.03762.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1810.04805.pdf",
      "bytes": 775166,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/026.pdf",
      "source_url": "https://arxiv.org/pdf/1810.04805.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1802.05365.pdf",
      "bytes": 425880,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/027.pdf",
      "source_url": "https://arxiv.org/pdf/1802.05365.pdf"
    },
    {
      "status": "http_403",
      "url": "https://s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf",
      "source_url": "https://s3-us-west-2.amazonaws.com/openai-assets/research-covers/language-unsupervised/language_understanding_paper.pdf",
      "retried_at": "2026-10-20T19:48:29Z"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1907.11692.pdf",
      "bytes": 209675,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/029.pdf",
      "source_url": "https://arxiv.org/pdf/1907.11692.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2003.10555.pdf",
      "bytes": 497999,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/030.pdf",
      "source_url": "https://arxiv.org/pdf/2003.10555.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1910.10683.pdf",
      "bytes": 1190021,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/031.pdf",
      "source_url": "https://arxiv.org/pdf/1910.10683.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1910.13461.pdf",
      "bytes": 296072,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/032.pdf",
      "source_url": "https://arxiv.org/pdf/1910.13461.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2010.11934.pdf",
      "bytes": 746629,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/033.pdf",
      "source_url": "https://arxiv.org/pdf/2010.11934.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2208.01448.pdf",
      "bytes": 730419,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/034.pdf",
      "source_url": "https://arxiv.org/pdf/2208.01448.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2005.14165.pdf",
      "bytes": 6768044,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/035.pdf",
      "source_url": "https://arxiv.org/pdf/2005.14165.pdf"
    },
    {
      "status": "download_error",
      "url": "https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf",
      "reason": "ConnectionError: HTTPSConnectionPool(host='d4mucfpksywv.cloudfront.net', port=443): Max retries exceeded with url: /better-language-models/language_models_are_unsupervised_multitask_learners.pdf (C",
      "source_url": "https://d4mucfpksywv.cloudfront.net/better-language-models/language_models_are_unsupervised_multitask_learners.pdf",
      "retried_at": "2026-10-20T22:31:24Z"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2204.02311.pdf",
      "bytes": 2711295,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/037.pdf",
      "source_url": "https://arxiv.org/pdf/2204.02311.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2205.01068.pdf",
      "bytes": 1765159,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/038.pdf",
      "source_url": "https://arxiv.org/pdf/2205.01068.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2012.15723.pdf",
      "bytes": 1441484,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/039.pdf",
      "source_url": "https://arxiv.org/pdf/2012.15723.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2103.08493.pdf",
      "bytes": 1097433,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/040.pdf",
      "source_url": "https://arxiv.org/pdf/2103.08493.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2001.07676.pdf",
      "bytes": 486241,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/041.pdf",
      "source_url": "https://arxiv.org/pdf/2001.07676.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2105.11447.pdf",
      "bytes": 923844,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/042.pdf",
      "source_url": "https://arxiv.org/pdf/2105.11447.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2106.13353.pdf",
      "bytes": 656880,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/043.pdf",
      "source_url": "https://arxiv.org/pdf/2106.13353.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2107.13586.pdf",
      "bytes": 12329905,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/044.pdf",
      "source_url": "https://arxiv.org/pdf/2107.13586.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2101.00190.pdf",
      "bytes": 1569113,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/045.pdf",
      "source_url": "https://arxiv.org/pdf/2101.00190.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.08691.pdf",
      "bytes": 547768,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/046.pdf",
      "source_url": "https://arxiv.org/pdf/2104.08691.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.05240.pdf",
      "bytes": 929895,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/047.pdf",
      "source_url": "https://arxiv.org/pdf/2104.05240.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2110.07602.pdf",
      "bytes": 695040,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/048.pdf",
      "source_url": "https://arxiv.org/pdf/2110.07602.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2106.09685.pdf",
      "bytes": 1609513,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/049.pdf",
      "source_url": "https://arxiv.org/pdf/2106.09685.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2110.04366.pdf",
      "bytes": 1890160,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/050.pdf",
      "source_url": "https://arxiv.org/pdf/2110.04366.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2202.12837.pdf",
      "bytes": 719608,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/051.pdf",
      "source_url": "https://arxiv.org/pdf/2202.12837.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2111.02080.pdf",
      "bytes": 1240973,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/052.pdf",
      "source_url": "https://arxiv.org/pdf/2111.02080.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2101.06804.pdf",
      "bytes": 410612,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/053.pdf",
      "source_url": "https://arxiv.org/pdf/2101.06804.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.08786.pdf",
      "bytes": 567535,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/054.pdf",
      "source_url": "https://arxiv.org/pdf/2104.08786.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2205.05055.pdf",
      "bytes": 1345306,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/055.pdf",
      "source_url": "https://arxiv.org/pdf/2205.05055.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2208.01066.pdf",
      "bytes": 3016976,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/056.pdf",
      "source_url": "https://arxiv.org/pdf/2208.01066.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2102.09690.pdf",
      "bytes": 695668,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/057.pdf",
      "source_url": "https://arxiv.org/pdf/2102.09690.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.08315.pdf",
      "bytes": 4665228,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/058.pdf",
      "source_url": "https://arxiv.org/pdf/2104.08315.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2108.04106.pdf",
      "bytes": 1530386,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/059.pdf",
      "source_url": "https://arxiv.org/pdf/2108.04106.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2012.00955.pdf",
      "bytes": 514048,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/060.pdf",
      "source_url": "https://arxiv.org/pdf/2012.00955.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2207.05221.pdf",
      "bytes": 2616253,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/061.pdf",
      "source_url": "https://arxiv.org/pdf/2207.05221.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2201.11903.pdf",
      "bytes": 891773,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/062.pdf",
      "source_url": "https://arxiv.org/pdf/2201.11903.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2205.11916.pdf",
      "bytes": 762445,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/063.pdf",
      "source_url": "https://arxiv.org/pdf/2205.11916.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.08661.pdf",
      "bytes": 2567538,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/064.pdf",
      "source_url": "https://arxiv.org/pdf/2104.08661.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2203.11171.pdf",
      "bytes": 10505941,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/065.pdf",
      "source_url": "https://arxiv.org/pdf/2203.11171.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2208.14271.pdf",
      "bytes": 1931632,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/066.pdf",
      "source_url": "https://arxiv.org/pdf/2208.14271.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1909.01066.pdf",
      "bytes": 343234,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/067.pdf",
      "source_url": "https://arxiv.org/pdf/1909.01066.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2002.08910.pdf",
      "bytes": 310594,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/068.pdf",
      "source_url": "https://arxiv.org/pdf/2002.08910.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.08696.pdf",
      "bytes": 535882,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/069.pdf",
      "source_url": "https://arxiv.org/pdf/2104.08696.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2110.11309.pdf",
      "bytes": 1140371,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/070.pdf",
      "source_url": "https://arxiv.org/pdf/2110.11309.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2008.02637.pdf",
      "bytes": 146376,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/071.pdf",
      "source_url": "https://arxiv.org/pdf/2008.02637.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.08758.pdf",
      "bytes": 2674790,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/072.pdf",
      "source_url": "https://arxiv.org/pdf/2104.08758.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2101.00027.pdf",
      "bytes": 1528989,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/073.pdf",
      "source_url": "https://arxiv.org/pdf/2101.00027.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2107.06499.pdf",
      "bytes": 720473,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/074.pdf",
      "source_url": "https://arxiv.org/pdf/2107.06499.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2203.15556.pdf",
      "bytes": 6004349,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/075.pdf",
      "source_url": "https://arxiv.org/pdf/2203.15556.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2001.08361.pdf",
      "bytes": 2493004,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/076.pdf",
      "source_url": "https://arxiv.org/pdf/2001.08361.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2109.10686.pdf",
      "bytes": 5784642,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/077.pdf",
      "source_url": "https://arxiv.org/pdf/2109.10686.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2010.14701.pdf",
      "bytes": 4302288,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/078.pdf",
      "source_url": "https://arxiv.org/pdf/2010.14701.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2012.07805.pdf",
      "bytes": 3229447,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/079.pdf",
      "source_url": "https://arxiv.org/pdf/2012.07805.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2202.07646.pdf",
      "bytes": 837009,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/080.pdf",
      "source_url": "https://arxiv.org/pdf/2202.07646.pdf"
    },
    {
      "status": "http_401",
      "url": "https://docs.google.com/document/d/1nXcES8iHizKsShQL7iuhTya8jQlOsCMT_hFtDK1zt9g/export?format=pdf",
      "source_url": "https://docs.google.com/document/d/1nXcES8iHizKsShQL7iuhTya8jQlOsCMT_hFtDK1zt9g/edit",
      "retried_at": "2026-10-20T19:51:54Z"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2202.06539.pdf",
      "bytes": 639251,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-058f95bef9dbecd1cc73.pdf",
      "source_url": "https://arxiv.org/pdf/2202.06539.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2110.05679.pdf",
      "bytes": 1103085,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-5aef8926681a14ede9c5.pdf",
      "source_url": "https://arxiv.org/pdf/2110.05679.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2205.08514.pdf",
      "bytes": 1055526,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-0aece6aa3a982a08c636.pdf",
      "source_url": "https://arxiv.org/pdf/2205.08514.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2009.11462.pdf",
      "bytes": 1046316,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-2a4cae09937005dce6b9.pdf",
      "source_url": "https://arxiv.org/pdf/2009.11462.pdf"
    },
    {
      "status": "ok",
      "url": "https://storage.googleapis.com/deepmind-media/Red%20Teaming/Red%20Teaming.pdf",
      "bytes": 2892971,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-5ec80b56a09733612048.pdf",
      "source_url": "https://storage.googleapis.com/deepmind-media/Red%20Teaming/Red%20Teaming.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2201.10474.pdf",
      "bytes": 676746,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-b8951844628194f4b24c.pdf",
      "source_url": "https://arxiv.org/pdf/2201.10474.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2103.00453.pdf",
      "bytes": 458920,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-f08bde662d90d5f77c72.pdf",
      "source_url": "https://arxiv.org/pdf/2103.00453.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2109.07445.pdf",
      "bytes": 1283060,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-fac8c7171a29f01a2430.pdf",
      "source_url": "https://arxiv.org/pdf/2109.07445.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2104.06390.pdf",
      "bytes": 582304,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-2c737f1f71a0fb4fa971.pdf",
      "source_url": "https://arxiv.org/pdf/2104.06390.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1912.02164.pdf",
      "bytes": 589474,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-cb615b505f2aa598171c.pdf",
      "source_url": "https://arxiv.org/pdf/1912.02164.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2009.06367.pdf",
      "bytes": 1361683,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-5d6f64088a2537094f68.pdf",
      "source_url": "https://arxiv.org/pdf/2009.06367.pdf"
    },
    {
      "status": "ok",
      "url": "https://jmlr.org/papers/volume23/21-0998/21-0998.pdf",
      "bytes": 1082151,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-003597302a400618c846.pdf",
      "source_url": "https://jmlr.org/papers/volume23/21-0998/21-0998.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2112.10684.pdf",
      "bytes": 627772,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-3f5cad1df7c4a76ee63a.pdf",
      "source_url": "https://arxiv.org/pdf/2112.10684.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2208.03306.pdf",
      "bytes": 1643113,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-3aad6f3af3948541a021.pdf",
      "source_url": "https://arxiv.org/pdf/2208.03306.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2209.01667.pdf",
      "bytes": 3918653,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-afb68cf21b656eae7ee8.pdf",
      "source_url": "https://arxiv.org/pdf/2209.01667.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2112.04426.pdf",
      "bytes": 1566448,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-e1f8936ae55a68630428.pdf",
      "source_url": "https://arxiv.org/pdf/2112.04426.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1911.00172.pdf",
      "bytes": 451453,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-7e7d3801ec9f5fc43234.pdf",
      "source_url": "https://arxiv.org/pdf/1911.00172.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2205.12674.pdf",
      "bytes": 527078,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-c23d2fb62da933c29658.pdf",
      "source_url": "https://arxiv.org/pdf/2205.12674.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2208.03299.pdf",
      "bytes": 921252,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-59d1e430c1546456bf86.pdf",
      "source_url": "https://arxiv.org/pdf/2208.03299.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2203.02155.pdf",
      "bytes": 1797405,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-644cb460acdf2cb3c55e.pdf",
      "source_url": "https://arxiv.org/pdf/2203.02155.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2009.01325.pdf",
      "bytes": 1670544,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-85be84e932c82f807170.pdf",
      "source_url": "https://arxiv.org/pdf/2009.01325.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/1909.08593.pdf",
      "bytes": 967470,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-3e3d68974ad3d75e3d8d.pdf",
      "source_url": "https://arxiv.org/pdf/1909.08593.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2201.06009.pdf",
      "bytes": 2671629,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-aa9dae23775aac32ec78.pdf",
      "source_url": "https://arxiv.org/pdf/2201.06009.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2201.08239.pdf",
      "bytes": 1509689,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-244fdc4da2ff84f164a3.pdf",
      "source_url": "https://arxiv.org/pdf/2201.08239.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2107.03374.pdf",
      "bytes": 1885177,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-24370b42b80454949e06.pdf",
      "source_url": "https://arxiv.org/pdf/2107.03374.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2203.13474.pdf",
      "bytes": 747283,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-15b3ab9a278323a80f16.pdf",
      "source_url": "https://arxiv.org/pdf/2203.13474.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2204.05999.pdf",
      "bytes": 6223235,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-bc2e2e4a9c7baddb79e2.pdf",
      "source_url": "https://arxiv.org/pdf/2204.05999.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2202.13169.pdf",
      "bytes": 548945,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-f49e4331e683c2e100fb.pdf",
      "source_url": "https://arxiv.org/pdf/2202.13169.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2210.07128.pdf",
      "bytes": 991146,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-fb7809678021adad612d.pdf",
      "source_url": "https://arxiv.org/pdf/2210.07128.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2203.07814.pdf",
      "bytes": 3797220,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-7bf486a25f5bf518662d.pdf",
      "source_url": "https://arxiv.org/pdf/2203.07814.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2204.14198.pdf",
      "bytes": 31579390,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-c32cf9f8a358f760dfd7.pdf",
      "source_url": "https://arxiv.org/pdf/2204.14198.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2103.00020.pdf",
      "bytes": 6813639,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-66a55ec011d926e24a82.pdf",
      "source_url": "https://arxiv.org/pdf/2103.00020.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2106.13884.pdf",
      "bytes": 13600693,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-ff4ab4d6b1785f0a4ae9.pdf",
      "source_url": "https://arxiv.org/pdf/2106.13884.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2201.07520.pdf",
      "bytes": 5563865,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-942a0f0ed30f5631d218.pdf",
      "source_url": "https://arxiv.org/pdf/2201.07520.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2110.08207.pdf",
      "bytes": 2087672,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-5350b142e98e0de472a3.pdf",
      "source_url": "https://arxiv.org/pdf/2110.08207.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2202.01279.pdf",
      "bytes": 2123609,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-ec859f8a09494dc95205.pdf",
      "source_url": "https://arxiv.org/pdf/2202.01279.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2210.11416.pdf",
      "bytes": 1557309,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-06f84833c3ff7d851862.pdf",
      "source_url": "https://arxiv.org/pdf/2210.11416.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2204.07705.pdf",
      "bytes": 1745029,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-8c1f81f895b3804ad1cb.pdf",
      "source_url": "https://arxiv.org/pdf/2204.07705.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2112.00861.pdf",
      "bytes": 2518122,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-f53c08f318dc0b2d4aa9.pdf",
      "source_url": "https://arxiv.org/pdf/2112.00861.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2103.14659.pdf",
      "bytes": 454346,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-a2f152db50f98018a414.pdf",
      "source_url": "https://arxiv.org/pdf/2103.14659.pdf"
    },
    {
      "status": "ok",
      "url": "https://arxiv.org/pdf/2204.05862.pdf",
      "bytes": 9503688,
      "reused": true,
      "local_path": "35-COS-597G-Understanding-Large-Language-Mo/files/repair-f6147a7e17b8ef91eedc.pdf",
      "source_url": "https://arxiv.org/pdf/2204.05862.pdf"
    }
  ],
  "repositories": [],
  "videos": [],
  "skipped": [
    {
      "url": "https://www.cs.princeton.edu/~danqic/",
      "reason": "external_reference"
    },
    {
      "url": "https://www.cs.princeton.edu/~awettig/",
      "reason": "external_reference"
    },
    {
      "url": "https://classroominfo.princeton.edu/View.aspx?bl_id=0653&fl_id=01&rm_id=0653_01_J15&bc=SHERH&img=0653101.JPG&rn=101",
      "reason": "external_reference"
    },
    {
      "url": "https://calendly.com/danqic/cos597g",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/rkJVxY8fvn7pchv89",
      "reason": "external_reference"
    },
    {
      "url": "https://huggingface.co/models",
      "reason": "external_reference"
    },
    {
      "url": "https://openai.com/api/",
      "reason": "external_reference"
    },
    {
      "url": "https://web.stanford.edu/~jurafsky/slp3/",
      "reason": "external_reference"
    },
    {
      "url": "https://jalammar.github.io/illustrated-transformer/",
      "reason": "external_reference"
    },
    {
      "url": "https://huggingface.co/course/chapter1/1",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/fmcLffVezSqKFXe3A",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/7Kz2eVJn3u92kqV66",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/DsoQDgbUbt7s8M3p6",
      "reason": "external_reference"
    },
    {
      "url": "https://gaotianyu.xyz/prompting/",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/qLRpZkvT3SndjjG99",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/21bexnWAivc5Udgu8",
      "reason": "external_reference"
    },
    {
      "url": "http://ai.stanford.edu/blog/understanding-incontext/",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/9rm8cPbCfgaqHHry6",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/oBVVD4Gnv98EX9wB8",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/3smwAauRvG36PDjU8",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/ay2g8R1bEUS9EBHv6",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/wN72eva8WmyfHYhx8",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/YUfE4m7upopdKxU37",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/hrzbyLjkb484ErYG9",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/SA9TCsNZzrWJifDS6",
      "reason": "external_reference"
    },
    {
      "url": "https://dl.acm.org/doi/pdf/10.1145/3442188.3445922",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/Jjy6MaTzHGYtavJ88",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/81irLDEYb4tQNxn5A",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/JyruLWfWezSJjeuN9",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/72F7eJJSSwRqeenx7",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/JGDDc7i2HNeJ9QAF9",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/jqrVo32SxdhzuSRG6",
      "reason": "external_reference"
    },
    {
      "url": "https://lilianweng.github.io/posts/2022-06-09-vlm/",
      "reason": "external_reference"
    },
    {
      "url": "https://forms.gle/CWKoE6RGPHWWq7HS9",
      "reason": "external_reference"
    },
    {
      "url": "https://rush-nlp.com/",
      "reason": "external_reference"
    }
  ],
  "discovery_finished": true,
  "license_note": "嘉宾讲座常有独立版权归属，slides 不宜批量再分发",
  "actual_video_files": [],
  "invalid_legacy_files": [],
  "status": "partial",
  "missing_count": 4
}