Triple

T11597964
Position Surface form Disambiguated ID Type / Status
Subject Ambler, Pennsylvania E275053 entity
Predicate namedAfter P63 FINISHED
Object Mary Johnson Ambler
Mary Johnson Ambler was a 19th-century Pennsylvania woman remembered for her heroic efforts in organizing rescue and medical aid after the 1856 Great Train Wreck near what is now the borough of Ambler, which was later named in her honor.
E936030 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: Mary Johnson Ambler | Statement: [Ambler, Pennsylvania, namedAfter, Mary Johnson Ambler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mary Johnson Ambler
Context triple: [Ambler, Pennsylvania, namedAfter, Mary Johnson Ambler]
  • A. Mary Willis Ambler
    Mary Willis Ambler was the wife of U.S. Supreme Court Chief Justice John Marshall and a member of a prominent Virginia family in the late 18th and early 19th centuries.
  • B. Mary Bingham
    Mary Bingham is a notable member of the prominent Bingham family, recognized for her association with this influential lineage.
  • C. Virginia Kellogg
    Virginia Kellogg was an American screenwriter best known for her hard-hitting crime and prison dramas in mid-20th-century Hollywood.
  • D. Mayme Hatcher Johnson
    Mayme Hatcher Johnson was an American author and the widow of Harlem crime boss Bumpy Johnson, known for her memoir recounting their life together in mid-20th-century New York.
  • E. Elizabeth Thorsen Johnson
    Elizabeth Thorsen Johnson is best known as the wife of Olympic decathlon champion and humanitarian Rafer Johnson.
  • 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: Mary Johnson Ambler
Triple: [Ambler, Pennsylvania, namedAfter, Mary Johnson Ambler]
Generated description
Mary Johnson Ambler was a 19th-century Pennsylvania woman remembered for her heroic efforts in organizing rescue and medical aid after the 1856 Great Train Wreck near what is now the borough of Ambler, which was later named in her honor.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mary Johnson Ambler
Target entity description: Mary Johnson Ambler was a 19th-century Pennsylvania woman remembered for her heroic efforts in organizing rescue and medical aid after the 1856 Great Train Wreck near what is now the borough of Ambler, which was later named in her honor.
  • A. Mary Willis Ambler
    Mary Willis Ambler was the wife of U.S. Supreme Court Chief Justice John Marshall and a member of a prominent Virginia family in the late 18th and early 19th centuries.
  • B. Mary Bingham
    Mary Bingham is a notable member of the prominent Bingham family, recognized for her association with this influential lineage.
  • C. Virginia Kellogg
    Virginia Kellogg was an American screenwriter best known for her hard-hitting crime and prison dramas in mid-20th-century Hollywood.
  • D. Mayme Hatcher Johnson
    Mayme Hatcher Johnson was an American author and the widow of Harlem crime boss Bumpy Johnson, known for her memoir recounting their life together in mid-20th-century New York.
  • E. Elizabeth Thorsen Johnson
    Elizabeth Thorsen Johnson is best known as the wife of Olympic decathlon champion and humanitarian Rafer Johnson.
  • 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_69d6aae6b14c81908dc5a74bad7591f9 completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d89549c870819086e16e9110bbad87 completed April 10, 2026, 6:14 a.m.
NED1 Entity disambiguation (via context triple) batch_69e8a7cad108819082eebb3ca130f5b8 completed April 22, 2026, 10:49 a.m.
NEDg Description generation batch_69e8af93e07c8190aecb040cac6db146 completed April 22, 2026, 11:23 a.m.
NED2 Entity disambiguation (via description) batch_69ee5b254a2081909cba97a6ecb10601 completed April 26, 2026, 6:36 p.m.
Created at: April 8, 2026, 9:38 p.m.