Triple
T1587414
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Needham |
E34096
|
entity |
| Predicate | hasNeighborhood |
P40
|
FINISHED |
| Object |
Needham Junction
Needham Junction is a neighborhood and commuter rail station area in Needham, Massachusetts, known for its role as a local transit hub.
|
E180521
|
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: Needham Junction | Statement: [Needham, hasNeighborhood, Needham Junction]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Needham Junction Context triple: [Needham, hasNeighborhood, Needham Junction]
-
A.
Newton Hills
Newton Hills is a series of challenging inclines in Newton, Massachusetts, best known for forming the toughest stretch of the Boston Marathon course.
-
B.
Great Abington
Great Abington is a village in South Cambridgeshire, England, known for hosting the science and business campus Granta Park and its proximity to Cambridge.
-
C.
Roslindale
Roslindale is a residential neighborhood in the southern part of Boston, Massachusetts, known for its village-style center, diverse community, and proximity to major green spaces.
-
D.
Newtonville
Newtonville is a residential and commercial village within the city of Newton, Massachusetts, known for its commuter rail access and small-town center.
-
E.
Arborway
Arborway is a scenic parkway in Boston, Massachusetts, that forms part of the Emerald Necklace and connects urban neighborhoods with major green spaces like the Arnold Arboretum.
- 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: Needham Junction Triple: [Needham, hasNeighborhood, Needham Junction]
Generated description
Needham Junction is a neighborhood and commuter rail station area in Needham, Massachusetts, known for its role as a local transit hub.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Needham Junction Target entity description: Needham Junction is a neighborhood and commuter rail station area in Needham, Massachusetts, known for its role as a local transit hub.
-
A.
Newton Hills
Newton Hills is a series of challenging inclines in Newton, Massachusetts, best known for forming the toughest stretch of the Boston Marathon course.
-
B.
Great Abington
Great Abington is a village in South Cambridgeshire, England, known for hosting the science and business campus Granta Park and its proximity to Cambridge.
-
C.
Roslindale
Roslindale is a residential neighborhood in the southern part of Boston, Massachusetts, known for its village-style center, diverse community, and proximity to major green spaces.
-
D.
Newtonville
Newtonville is a residential and commercial village within the city of Newton, Massachusetts, known for its commuter rail access and small-town center.
-
E.
Arborway
Arborway is a scenic parkway in Boston, Massachusetts, that forms part of the Emerald Necklace and connects urban neighborhoods with major green spaces like the Arnold Arboretum.
- 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_69a885fceb2c8190b47e0f7c0aefbff0 |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a9090b3a20819098fdb5605ee739d7 |
completed | March 5, 2026, 4:39 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad469b36548190b2bdf2324fbea30f |
completed | March 8, 2026, 9:51 a.m. |
| NEDg | Description generation | batch_69ad47189b388190acd217b2ba37533b |
completed | March 8, 2026, 9:53 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad47ffc5088190aeba84f6d92ff86f |
completed | March 8, 2026, 9:57 a.m. |
Created at: March 4, 2026, 7:27 p.m.