Triple
T10346155
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lehigh County, Pennsylvania |
E243751
|
entity |
| Predicate | hasBorough |
P300
|
FINISHED |
| Object |
Emmaus, Pennsylvania
Emmaus, Pennsylvania is a small borough in the Lehigh Valley region known for its historic downtown, community-oriented atmosphere, and proximity to the city of Allentown.
|
E857317
|
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: Emmaus, Pennsylvania | Statement: [Lehigh County, Pennsylvania, hasBorough, Emmaus, Pennsylvania]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Emmaus, Pennsylvania Context triple: [Lehigh County, Pennsylvania, hasBorough, Emmaus, Pennsylvania]
-
A.
St. Davids, Pennsylvania
St. Davids, Pennsylvania is an affluent residential community on Philadelphia’s Main Line known for its historic character and proximity to institutions like Eastern University.
-
B.
Palmyra, Pennsylvania
Palmyra, Pennsylvania is a small borough in Lebanon County known for its residential community character and proximity to the city of Lebanon and the Hershey area.
-
C.
Bethlehem, Pennsylvania
Bethlehem, Pennsylvania is a historic city in the Lehigh Valley known for its former Bethlehem Steel industry, vibrant arts scene, and Lehigh University.
-
D.
Cochran’s Mills, Pennsylvania
Cochran’s Mills, Pennsylvania was a small 19th-century village in Armstrong County best known as the birthplace of pioneering investigative journalist Nellie Bly (born Elizabeth Jane Cochran).
-
E.
Masontown, Pennsylvania
Masontown, Pennsylvania is a small borough in southwestern Pennsylvania known historically as a coal-mining and industrial community along the Monongahela River.
- 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: Emmaus, Pennsylvania Triple: [Lehigh County, Pennsylvania, hasBorough, Emmaus, Pennsylvania]
Generated description
Emmaus, Pennsylvania is a small borough in the Lehigh Valley region known for its historic downtown, community-oriented atmosphere, and proximity to the city of Allentown.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Emmaus, Pennsylvania Target entity description: Emmaus, Pennsylvania is a small borough in the Lehigh Valley region known for its historic downtown, community-oriented atmosphere, and proximity to the city of Allentown.
-
A.
St. Davids, Pennsylvania
St. Davids, Pennsylvania is an affluent residential community on Philadelphia’s Main Line known for its historic character and proximity to institutions like Eastern University.
-
B.
Palmyra, Pennsylvania
Palmyra, Pennsylvania is a small borough in Lebanon County known for its residential community character and proximity to the city of Lebanon and the Hershey area.
-
C.
Bethlehem, Pennsylvania
Bethlehem, Pennsylvania is a historic city in the Lehigh Valley known for its former Bethlehem Steel industry, vibrant arts scene, and Lehigh University.
-
D.
Cochran’s Mills, Pennsylvania
Cochran’s Mills, Pennsylvania was a small 19th-century village in Armstrong County best known as the birthplace of pioneering investigative journalist Nellie Bly (born Elizabeth Jane Cochran).
-
E.
Masontown, Pennsylvania
Masontown, Pennsylvania is a small borough in southwestern Pennsylvania known historically as a coal-mining and industrial community along the Monongahela River.
- 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_69d381b22b8c8190aaed476be5f872a9 |
completed | April 6, 2026, 9:49 a.m. |
| NER | Named-entity recognition | batch_69d4e923e3d08190971073ce41ff860f |
completed | April 7, 2026, 11:23 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d7507f708c8190b8cf684704a6e47d |
completed | April 9, 2026, 7:08 a.m. |
| NEDg | Description generation | batch_69d751ab890c8190b1549619049dab91 |
completed | April 9, 2026, 7:13 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d7619e97588190a1443f9438c6efc0 |
completed | April 9, 2026, 8:21 a.m. |
Created at: April 6, 2026, 11:56 a.m.