Triple

T19899137
Position Surface form Disambiguated ID Type / Status
Subject Berwyn Heights, Maryland E478233 entity
Predicate isMemberOf P10 FINISHED
Object Maryland Municipal League
The Maryland Municipal League is a nonprofit association representing and advocating for the interests of Maryland’s cities and towns at the state and federal levels.
E1401429 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: Maryland Municipal League | Statement: [Berwyn Heights, Maryland, isMemberOf, Maryland Municipal League]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maryland Municipal League
Context triple: [Berwyn Heights, Maryland, isMemberOf, Maryland Municipal League]
  • A. Maryland Council
    The Maryland Council was the colonial advisory and executive body that assisted the royal governor in governing the Province of Maryland.
  • B. Maryland Board of Public Works
    The Maryland Board of Public Works is a powerful three-member state body that oversees and approves major public expenditures, contracts, and capital projects in Maryland.
  • C. Maryland Department of Planning
    The Maryland Department of Planning is a state agency responsible for guiding Maryland’s growth, land use, and preservation policies, including oversight of historic and cultural resource protection.
  • D. National League of Cities
    The National League of Cities is an advocacy organization representing the interests of U.S. cities, towns, and villages in national policy and governance.
  • E. Maryland-National Capital Park and Planning Commission
    The Maryland-National Capital Park and Planning Commission is a bi-county agency responsible for park management and land-use planning in Montgomery and Prince George’s counties in Maryland.
  • 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: Maryland Municipal League
Triple: [Berwyn Heights, Maryland, isMemberOf, Maryland Municipal League]
Generated description
The Maryland Municipal League is a nonprofit association representing and advocating for the interests of Maryland’s cities and towns at the state and federal levels.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maryland Municipal League
Target entity description: The Maryland Municipal League is a nonprofit association representing and advocating for the interests of Maryland’s cities and towns at the state and federal levels.
  • A. Maryland Council
    The Maryland Council was the colonial advisory and executive body that assisted the royal governor in governing the Province of Maryland.
  • B. Maryland Board of Public Works
    The Maryland Board of Public Works is a powerful three-member state body that oversees and approves major public expenditures, contracts, and capital projects in Maryland.
  • C. Maryland Department of Planning
    The Maryland Department of Planning is a state agency responsible for guiding Maryland’s growth, land use, and preservation policies, including oversight of historic and cultural resource protection.
  • D. National League of Cities
    The National League of Cities is an advocacy organization representing the interests of U.S. cities, towns, and villages in national policy and governance.
  • E. Maryland-National Capital Park and Planning Commission
    The Maryland-National Capital Park and Planning Commission is a bi-county agency responsible for park management and land-use planning in Montgomery and Prince George’s counties in Maryland.
  • 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_69d8e520682081909892916424699bd5 completed April 10, 2026, 11:55 a.m.
NER Named-entity recognition batch_69e6593fbb348190afa7acf45af406ed completed April 20, 2026, 4:50 p.m.
NED1 Entity disambiguation (via context triple) batch_6a07ea42b8c88190922819539e4b640b completed May 16, 2026, 3:53 a.m.
NEDg Description generation batch_6a07eaffbc748190b33574e2868f94c5 completed May 16, 2026, 3:56 a.m.
NED2 Entity disambiguation (via description) batch_6a07eb617a3c8190a0538feb7bc962cd completed May 16, 2026, 3:58 a.m.
Created at: April 10, 2026, 1:52 p.m.