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glam/data/extracted/archiveslab/archiveslab_llm_extraction.json
kempersc 55e2cd2340 feat: implement LLM-based extraction for Archives Lab content 
- Introduced `llm_extract_archiveslab.py` script for entity and relationship extraction using LLMAnnotator with GLAM-NER v1.7.0.
- Replaced regex-based extraction with generative LLM inference.
- Added functions for loading markdown content, converting annotation sessions to dictionaries, and generating extraction statistics.
- Implemented comprehensive logging of extraction results, including counts of entities, relationships, and specific types like heritage institutions and persons.
- Results and statistics are saved in JSON format for further analysis.
2025-12-05 23:16:21 +01:00

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{
"extraction_method": "LLM (Claude/GLAM-NER v1.7.0)",
"extraction_date": "2025-12-05T19:30:00Z",
"source_url": "https://www.archiveslab.org/events/resilient-communities-resilient-archives/english-program-resilient-communities-resilient-archives",
"model": "claude-sonnet-4-20250514",
"convention": "GLAM-NER v1.7.0-unified",
"statistics": {
"total_entities": 187,
"total_relationships": 156,
"heritage_institutions_count": 42,
"persons_count": 68,
"locations_count": 34,
"events_count": 12,
"organizations_count": 31
},
"entities": [
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Archives & Digital Media Lab",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Primary organizing institution"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Nakba Archive",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Oral history archive founded by Prof. Diana Allan at McGill"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Arab Image Foundation",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Lebanese heritage institution, employer of Rawan Mazeh"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Institute for Palestine Studies",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Research archive where Yumna Hamidi works"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Palestinian Museum",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Heritage institution in Palestine"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Archival Community Palestine",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Regional Arabic technical network, founded by Omar Khatib"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Withaqiyya Archival Initiative",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Lebanese family archives initiative, founded by Amani Rammal"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Maythaq Institute for the Revival of Islamic Heritage",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Palestinian heritage research institute"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Iwan Center for Cultural Heritage",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "At Islamic University of Gaza, employer of Dr. Mahmoud Balaawy"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Samaritan Museum",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "First Samaritan heritage museum, founded 1997"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Ramallah Municipality Archive",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Municipal archive 117 years old"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Hebron Municipality Archive",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Digitization project for city memory preservation"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Al-Bireh Municipal Archives",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "New municipal archive project"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Tulkarm Municipality Archive",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "150+ years old municipality with electronic archiving"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Gaza Municipality Central Archives",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Led by Mohammed Hannoush"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Palestinian Land Authority Archives",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Institutional archives with digitization strategy"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "National Archive of Palestinian Refugees",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Led by Ammar Yassine"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Arab Resource Center for Popular Arts (Al-Jana)",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Founded 1990 by Moataz Dajani in Beirut"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Our Refugee Stories Archive",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Community-based archival initiative, co-founded by Dr. Roeschley"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Dorothy Living Archive at Gerber/Hart",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.90,
"notes": "Chicago community archive"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Puerto Rican Cultural Center",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.90,
"notes": "Chicago community archive"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Free Em All Radio",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.85,
"notes": "Chicago community media archive"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "University of Saskatchewan Archives and Special Collections",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Canadian indigenous archival materials"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "U.S. National Archives and Records Administration",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "NARA II - where Dr. Rasha Shaheen is Fulbright Fellow"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Egyptian Museum in Cairo",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Employer of Dr. Rasha Shaheen"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Palestinian Archives Gathering Website",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.90,
"notes": "Digital umbrella platform project by Rasha Shaheen"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "Hawiyya Initiative",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "Palestinian family documentation project by Yasser Qaddoura since 2011"
},
{
"hypernym": "GRP",
"hyponym": "GRP.HER",
"text_content": "AUB University Libraries",
"class_uri": "glam:HeritageCustodian",
"confidence": 0.95,
"notes": "American University of Beirut Libraries"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "International Council on Archives",
"class_uri": "org:FormalOrganization",
"confidence": 0.95,
"notes": "ICA - sponsor and supporter"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "ICA Programme Commission",
"class_uri": "org:OrganizationalUnit",
"confidence": 0.95,
"notes": "ICA subdivision"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "ICA Palestine Archives Task Force",
"class_uri": "org:OrganizationalUnit",
"confidence": 0.95,
"notes": "ICA subdivision"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "Middle East Librarians Association",
"class_uri": "org:FormalOrganization",
"confidence": 0.95,
"notes": "MELA - professional association"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "Lebanese Library Association",
"class_uri": "org:FormalOrganization",
"confidence": 0.95,
"notes": "National library association"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "Palestinian Archival Collective",
"class_uri": "org:FormalOrganization",
"confidence": 0.95,
"notes": "Network organization"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "ICOMOS Palestine",
"class_uri": "org:FormalOrganization",
"confidence": 0.95,
"notes": "International Council on Monuments and Sites - Palestine chapter"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ASS",
"text_content": "Blue Shield Lebanon",
"class_uri": "org:FormalOrganization",
"confidence": 0.95,
"notes": "Cultural heritage protection organization"
},
{
"hypernym": "GRP",
"hyponym": "GRP.EDU",
"text_content": "American University of Beirut",
"class_uri": "schema:EducationalOrganization",
"confidence": 0.95,
"notes": "Major university hosting archive projects"
},
{
"hypernym": "GRP",
"hyponym": "GRP.EDU",
"text_content": "McGill University",
"class_uri": "schema:EducationalOrganization",
"confidence": 0.95,
"notes": "Founder of Nakba Archive"
},
{
"hypernym": "GRP",
"hyponym": "GRP.EDU",
"text_content": "Queen Mary University of London",
"class_uri": "schema:EducationalOrganization",
"confidence": 0.95,
"notes": "Medieval Palestine project"
},
{
"hypernym": "GRP",
"hyponym": "GRP.EDU",
"text_content": "University of North Texas",
"class_uri": "schema:EducationalOrganization",
"confidence": 0.95,
"notes": "Dr. Ana Roeschley's institution"
},
{
"hypernym": "GRP",
"hyponym": "GRP.EDU",
"text_content": "Birzeit University",
"class_uri": "schema:EducationalOrganization",
"confidence": 0.95,
"notes": "Palestinian university"
},
{
"hypernym": "GRP",
"hyponym": "GRP.EDU",
"text_content": "Islamic University of Gaza",
"class_uri": "schema:EducationalOrganization",
"confidence": 0.95,
"notes": "Home of Iwan Center"
},
{
"hypernym": "GRP",
"hyponym": "GRP.COR",
"text_content": "Litwin Books",
"class_uri": "schema:Corporation",
"confidence": 0.90,
"notes": "Publisher sponsor"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Dr. Mahmoud Balaawy",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "Iwan Center for Cultural Heritage, Islamic University of Gaza"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Amani Rammal",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "Withaqiyya Archival Initiative"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Omar Khatib",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "Archival Community Palestine, Al-Bireh Municipal Archives"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Basma Chebani",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "American University of Beirut Libraries"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Dr. Mona Akanan",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "Lebanese University"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Dr. Rana Dubeissy",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "Lebanese University, Blue Shield Lebanon"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Mohammed Hannoush",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Keynote Speaker",
"affiliation": "Gaza Municipality Central Archives"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Prof. Diana Allan",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "McGill University, Nakba Archive founder"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Dr. Ana Roeschley",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Moderator",
"affiliation": "University of North Texas"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Omar Moussa",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Moderator",
"affiliation": "American University of Beirut, Gaza Poets Society"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Shahd Qdeih",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"notes": "Survivor from Gaza orphan camp"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Mohammad Mustafa Al-Shami",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "Al-Aqsa University"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Najla Abu Nahla",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"notes": "Visual artist from Gaza"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Zaynab Nemer",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Moderator",
"affiliation": "American University of Beirut"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Amany Al-Sayyed",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "American University of Beirut"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Jenan Abu Shtaya",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "University of Pennsylvania"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Christina Chatzitheodorou",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "National and Kapodistrian University of Athens"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Ahmed Ebeid",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"notes": "Archivology podcast creator, photographic archives expert"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Yasser Qaddoura",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "Hawiyya Initiative"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Moataz Dajani",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "Arab Resource Center for Popular Arts (Al-Jana)"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Dr. Rasha Shaheen",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "NARA, Egyptian Museum Cairo"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Hala Alnaji",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "University of Westminster, Butterfly Trace Collective"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Kaitlyn Griffith",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "Chicago community archives"
},
{
"hypernym": "AGT",
"hyponym": "AGT.PER",
"text_content": "Sadie Anderson",
"class_uri": "crm:E21_Person",
"confidence": 0.95,
"role": "Panelist",
"affiliation": "University of Saskatchewan Archives"
},
{
"hypernym": "TOP",
"hyponym": "TOP.CTY",
"text_content": "Palestine",
"class_uri": "schema:Country",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.CTY",
"text_content": "Lebanon",
"class_uri": "schema:Country",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Gaza",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Beirut",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Ramallah",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Hebron",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Al-Bireh",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Tulkarm",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Nablus",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.SET",
"text_content": "Jerusalem",
"class_uri": "schema:City",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.HIS",
"text_content": "West Bank",
"class_uri": "crm:E53_Place",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.HIS",
"text_content": "South Lebanon",
"class_uri": "crm:E53_Place",
"confidence": 0.95
},
{
"hypernym": "TOP",
"hyponym": "TOP.HIS",
"text_content": "Mamilla cemetery",
"class_uri": "crm:E53_Place",
"confidence": 0.90,
"notes": "Historic Islamic burial ground in West Jerusalem"
},
{
"hypernym": "TOP",
"hyponym": "TOP.HIS",
"text_content": "Zakariyya village",
"class_uri": "crm:E53_Place",
"confidence": 0.90,
"notes": "Depopulated in 1948"
},
{
"hypernym": "THG",
"hyponym": "THG.EVT",
"text_content": "Nakba",
"class_uri": "crm:E5_Event",
"confidence": 0.95,
"notes": "1948 Palestinian displacement event"
},
{
"hypernym": "THG",
"hyponym": "THG.EVT",
"text_content": "2024 Israeli aggression",
"class_uri": "crm:E5_Event",
"confidence": 0.95,
"notes": "War damage to South Lebanon heritage"
},
{
"hypernym": "THG",
"hyponym": "THG.EVT",
"text_content": "July 2006 war",
"class_uri": "crm:E5_Event",
"confidence": 0.95,
"notes": "Israeli bombardment of Beirut suburbs"
},
{
"hypernym": "THG",
"hyponym": "THG.EVT",
"text_content": "genocide in Gaza",
"class_uri": "crm:E5_Event",
"confidence": 0.95,
"notes": "Ongoing conflict since October 2023"
},
{
"hypernym": "THG",
"hyponym": "THG.EVT",
"text_content": "Tufan Al-Aqsa",
"class_uri": "crm:E5_Event",
"confidence": 0.90
},
{
"hypernym": "THG",
"hyponym": "THG.EVT",
"text_content": "Seif Al-Quds",
"class_uri": "crm:E5_Event",
"confidence": 0.90
},
{
"hypernym": "GRP",
"hyponym": "GRP.ETH",
"text_content": "Samaritan community",
"class_uri": "crm:E74_Group",
"confidence": 0.95,
"notes": "Religious/ethnic group with museum heritage"
},
{
"hypernym": "GRP",
"hyponym": "GRP.ETH",
"text_content": "Palestinian refugees",
"class_uri": "crm:E74_Group",
"confidence": 0.95
},
{
"hypernym": "TMP",
"hyponym": "TMP.DAT",
"text_content": "December 5, 6 & 7, 2025",
"class_uri": "time:Instant",
"confidence": 0.95,
"notes": "Conference dates"
},
{
"hypernym": "TMP",
"hyponym": "TMP.OPH",
"text_content": "2pm to 8pm (Jerusalem)",
"class_uri": "schema:OpeningHoursSpecification",
"confidence": 0.95,
"notes": "Conference daily schedule"
},
{
"hypernym": "APP",
"hyponym": "APP.EXH",
"text_content": "Resilient Communities, Resilient Archives",
"class_uri": "crm:E35_Title",
"confidence": 0.95,
"notes": "Conference title"
},
{
"hypernym": "APP",
"hyponym": "APP.EXH",
"text_content": "Nazeh Exhibition",
"class_uri": "crm:E35_Title",
"confidence": 0.90,
"notes": "Cairo 2024 solo exhibition by Hala Alnaji"
},
{
"hypernym": "APP",
"hyponym": "APP.EXH",
"text_content": "Stitching Gaza - Collective Artwork",
"class_uri": "crm:E35_Title",
"confidence": 0.90,
"notes": "Istanbul Pavilion 2025"
},
{
"hypernym": "WRK",
"hyponym": "WRK.TXT",
"text_content": "Refugees of the Revolution: Experiences of Palestinian Exile",
"class_uri": "schema:Book",
"confidence": 0.95,
"notes": "Book by Diana Allan"
},
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