Triple
T4389480
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Leominster, Massachusetts |
E99325
|
entity |
| Predicate | hasRegionalPlanningAgency |
P20557
|
FINISHED |
| Object |
Montachusett Regional Planning Commission
The Montachusett Regional Planning Commission is a regional planning agency that provides land use, transportation, and economic development planning services to municipalities in north-central Massachusetts.
|
E435902
|
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: Montachusett Regional Planning Commission | Statement: [Leominster, Massachusetts, hasRegionalPlanningAgency, Montachusett Regional Planning Commission]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Montachusett Regional Planning Commission Context triple: [Leominster, Massachusetts, hasRegionalPlanningAgency, Montachusett Regional Planning Commission]
-
A.
Boston Town Area Committee
The Boston Town Area Committee is a local governing body responsible for representing and managing community affairs within the town area of Boston in Lincolnshire, England.
-
B.
Boston Redevelopment Authority
The Boston Redevelopment Authority is the city’s planning and economic development agency responsible for guiding land use, zoning, and major redevelopment projects throughout Boston.
-
C.
Massachusetts Avenue Policy Center (MAPC)
The Massachusetts Avenue Policy Center (MAPC) is a research and policy analysis institute affiliated with Georgetown University’s McCourt School of Public Policy, focusing on data-driven solutions to public policy challenges.
-
D.
Council for New England
The Council for New England was a 17th-century English joint-stock company and royal council responsible for promoting, organizing, and overseeing early colonization efforts in the New England region of North America.
-
E.
Cape Cod Commission
The Cape Cod Commission is a regional planning and regulatory agency responsible for guiding land use, development, and environmental protection across Cape Cod, Massachusetts.
- 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: Montachusett Regional Planning Commission Triple: [Leominster, Massachusetts, hasRegionalPlanningAgency, Montachusett Regional Planning Commission]
Generated description
The Montachusett Regional Planning Commission is a regional planning agency that provides land use, transportation, and economic development planning services to municipalities in north-central Massachusetts.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Montachusett Regional Planning Commission Target entity description: The Montachusett Regional Planning Commission is a regional planning agency that provides land use, transportation, and economic development planning services to municipalities in north-central Massachusetts.
-
A.
Boston Town Area Committee
The Boston Town Area Committee is a local governing body responsible for representing and managing community affairs within the town area of Boston in Lincolnshire, England.
-
B.
Boston Redevelopment Authority
The Boston Redevelopment Authority is the city’s planning and economic development agency responsible for guiding land use, zoning, and major redevelopment projects throughout Boston.
-
C.
Massachusetts Avenue Policy Center (MAPC)
The Massachusetts Avenue Policy Center (MAPC) is a research and policy analysis institute affiliated with Georgetown University’s McCourt School of Public Policy, focusing on data-driven solutions to public policy challenges.
-
D.
Council for New England
The Council for New England was a 17th-century English joint-stock company and royal council responsible for promoting, organizing, and overseeing early colonization efforts in the New England region of North America.
-
E.
Cape Cod Commission
The Cape Cod Commission is a regional planning and regulatory agency responsible for guiding land use, development, and environmental protection across Cape Cod, Massachusetts.
- 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_69b3454f739481909ff6c28331f0c0b9 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b35282cb2c8190856da20bb87e88ff |
completed | March 12, 2026, 11:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5e52d63c08190bc98c090cfe0ff1c |
completed | March 14, 2026, 10:46 p.m. |
| NEDg | Description generation | batch_69b5e5b3ba208190b6cb5e40f9e744e8 |
completed | March 14, 2026, 10:48 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5e62af694819086b3eddb71f591d2 |
completed | March 14, 2026, 10:50 p.m. |
Created at: March 12, 2026, 11:19 p.m.