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.