Triple
T1189685
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Amherst, Massachusetts |
E25328
|
entity |
| Predicate | hasHistoricDistrict |
P295
|
FINISHED |
| Object |
Amherst Central Business District
The Amherst Central Business District is the historic downtown core of Amherst, Massachusetts, characterized by its preserved 19th- and early 20th-century commercial architecture and role as the town’s primary commercial and civic center.
|
E136203
|
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: Amherst Central Business District | Statement: [Amherst, Massachusetts, hasHistoricDistrict, Amherst Central Business District]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Amherst Central Business District Context triple: [Amherst, Massachusetts, hasHistoricDistrict, Amherst Central Business District]
-
A.
Amherst, Massachusetts
Amherst, Massachusetts is a New England college town best known as the home of the University of Massachusetts Amherst and Amherst College.
-
B.
Salem Center
Salem Center is a small hamlet within the Town of Southeast in Putnam County, New York.
-
C.
Weston, Massachusetts
Weston, Massachusetts is an affluent suburban town west of Boston known for its historic character, extensive conservation land, and highly ranked public schools.
-
D.
Carlisle, Massachusetts
Carlisle, Massachusetts is a small, affluent, and largely rural residential town in northeastern Massachusetts known for its conservation land and strong community character.
-
E.
Marlborough, Massachusetts
Marlborough, Massachusetts is a small city in eastern Massachusetts known for its suburban character, historic New England roots, and role as a regional commercial and technology hub.
- 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: Amherst Central Business District Triple: [Amherst, Massachusetts, hasHistoricDistrict, Amherst Central Business District]
Generated description
The Amherst Central Business District is the historic downtown core of Amherst, Massachusetts, characterized by its preserved 19th- and early 20th-century commercial architecture and role as the town’s primary commercial and civic center.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Amherst Central Business District Target entity description: The Amherst Central Business District is the historic downtown core of Amherst, Massachusetts, characterized by its preserved 19th- and early 20th-century commercial architecture and role as the town’s primary commercial and civic center.
-
A.
Amherst, Massachusetts
Amherst, Massachusetts is a New England college town best known as the home of the University of Massachusetts Amherst and Amherst College.
-
B.
Salem Center
Salem Center is a small hamlet within the Town of Southeast in Putnam County, New York.
-
C.
Weston, Massachusetts
Weston, Massachusetts is an affluent suburban town west of Boston known for its historic character, extensive conservation land, and highly ranked public schools.
-
D.
Carlisle, Massachusetts
Carlisle, Massachusetts is a small, affluent, and largely rural residential town in northeastern Massachusetts known for its conservation land and strong community character.
-
E.
Marlborough, Massachusetts
Marlborough, Massachusetts is a small city in eastern Massachusetts known for its suburban character, historic New England roots, and role as a regional commercial and technology hub.
- 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_69a49427d98881908646d6c63b8cea1e |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bd57c3c481908bdca483fcaa3297 |
completed | March 1, 2026, 10:27 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac764ccb1c8190a302137a0e67cb88 |
completed | March 7, 2026, 7:02 p.m. |
| NEDg | Description generation | batch_69ac76e1b430819092669c6e83d7a62c |
completed | March 7, 2026, 7:05 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac77670fa08190827ef34ba9d52a70 |
completed | March 7, 2026, 7:07 p.m. |
Created at: March 1, 2026, 7:45 p.m.