Triple

T11874219
Position Surface form Disambiguated ID Type / Status
Subject Carl O. Sauer E282482 entity
Predicate knownFor P22 FINISHED
Object Berkeley School of cultural geography
The Berkeley School of cultural geography is an influential academic tradition that emphasizes the study of landscapes as products of human culture and historical processes, closely associated with Carl O. Sauer and the University of California, Berkeley.
E950649 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Berkeley School of cultural geography | Statement: [Carl O. Sauer, knownFor, Berkeley School of cultural geography]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Berkeley School of cultural geography
Context triple: [Carl O. Sauer, knownFor, Berkeley School of cultural geography]
  • A. School of Geography
    The School of Geography is an academic department at Queen Mary University of London specializing in the study and research of human and physical geography and related environmental and spatial disciplines.
  • B. School of Geography
    The School of Geography at the University of Nottingham is an academic department specializing in the study and research of physical and human geography, environmental change, and spatial analysis.
  • C. School of Geography
    The School of Geography at Clark University is a prominent academic unit known for its research and teaching in human-environment interactions, spatial analysis, and geographic information science.
  • D. The Production of Space
    The Production of Space is a seminal 1974 work of social theory in which Henri Lefebvre analyzes how space is socially produced and shaped by political, economic, and cultural forces.
  • E. Transactions of the Institute of British Geographers
    Transactions of the Institute of British Geographers is a leading peer-reviewed academic journal covering cutting-edge research in human and physical geography.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Berkeley School of cultural geography
Triple: [Carl O. Sauer, knownFor, Berkeley School of cultural geography]
Generated description
The Berkeley School of cultural geography is an influential academic tradition that emphasizes the study of landscapes as products of human culture and historical processes, closely associated with Carl O. Sauer and the University of California, Berkeley.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Berkeley School of cultural geography
Target entity description: The Berkeley School of cultural geography is an influential academic tradition that emphasizes the study of landscapes as products of human culture and historical processes, closely associated with Carl O. Sauer and the University of California, Berkeley.
  • A. School of Geography
    The School of Geography is an academic department at Queen Mary University of London specializing in the study and research of human and physical geography and related environmental and spatial disciplines.
  • B. School of Geography
    The School of Geography at the University of Nottingham is an academic department specializing in the study and research of physical and human geography, environmental change, and spatial analysis.
  • C. School of Geography
    The School of Geography at Clark University is a prominent academic unit known for its research and teaching in human-environment interactions, spatial analysis, and geographic information science.
  • D. The Production of Space
    The Production of Space is a seminal 1974 work of social theory in which Henri Lefebvre analyzes how space is socially produced and shaped by political, economic, and cultural forces.
  • E. Transactions of the Institute of British Geographers
    Transactions of the Institute of British Geographers is a leading peer-reviewed academic journal covering cutting-edge research in human and physical geography.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d6ab2945d081908a5851c916cbcfb5 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8be1a22448190bd0722188c14d7bd completed April 10, 2026, 9:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69f281cac9a48190b4b0f4c53b41110f completed April 29, 2026, 10:10 p.m.
NEDg Description generation batch_69f28a9378348190866e38259cc9467e completed April 29, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69f28c5f7638819098aa93aa1610ca0a completed April 29, 2026, 10:55 p.m.
Created at: April 8, 2026, 9:43 p.m.